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ORCIDBibTeX records: Alexander J. Smola
@article{DBLP:journals/pami/ZhuZWZHZMLS24,
author = {Yi Zhu and
Zhongyue Zhang and
Chongruo Wu and
Zhi Zhang and
Tong He and
Hang Zhang and
R. Manmatha and
Mu Li and
Alexander J. Smola},
title = {Improving Semantic Segmentation via Efficient Self-Training},
journal = {{IEEE} Trans. Pattern Anal. Mach. Intell.},
volume = {46},
number = {3},
pages = {1589--1602},
year = {2024},
url = {https://doi.org/10.1109/TPAMI.2021.3138337},
doi = {10.1109/TPAMI.2021.3138337},
timestamp = {Thu, 29 Feb 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/pami/ZhuZWZHZMLS24.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/FakoorK0ST23,
author = {Rasool Fakoor and
Taesup Kim and
Jonas Mueller and
Alexander J. Smola and
Ryan J. Tibshirani},
title = {Flexible Model Aggregation for Quantile Regression},
journal = {J. Mach. Learn. Res.},
volume = {24},
pages = {162:1--162:45},
year = {2023},
url = {http://jmlr.org/papers/v24/22-0799.html},
timestamp = {Tue, 13 Jun 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/jmlr/FakoorK0ST23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/emnlp/ChenZ0SY23,
author = {Jiaao Chen and
Aston Zhang and
Mu Li and
Alex Smola and
Diyi Yang},
editor = {Houda Bouamor and
Juan Pino and
Kalika Bali},
title = {A Cheaper and Better Diffusion Language Model with Soft-Masked Noise},
booktitle = {Proceedings of the 2023 Conference on Empirical Methods in Natural
Language Processing, {EMNLP} 2023, Singapore, December 6-10, 2023},
pages = {4765--4775},
publisher = {Association for Computational Linguistics},
year = {2023},
url = {https://doi.org/10.18653/v1/2023.emnlp-main.289},
doi = {10.18653/V1/2023.EMNLP-MAIN.289},
timestamp = {Fri, 12 Apr 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/emnlp/ChenZ0SY23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/0001Z0S23,
author = {Zhuosheng Zhang and
Aston Zhang and
Mu Li and
Alex Smola},
title = {Automatic Chain of Thought Prompting in Large Language Models},
booktitle = {The Eleventh International Conference on Learning Representations,
{ICLR} 2023, Kigali, Rwanda, May 1-5, 2023},
publisher = {OpenReview.net},
year = {2023},
url = {https://openreview.net/pdf?id=5NTt8GFjUHkr},
timestamp = {Fri, 30 Jun 2023 14:38:38 +0200},
biburl = {https://dblp.org/rec/conf/iclr/0001Z0S23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/ChenZS0SY23,
author = {Jiaao Chen and
Aston Zhang and
Xingjian Shi and
Mu Li and
Alex Smola and
Diyi Yang},
title = {Parameter-Efficient Fine-Tuning Design Spaces},
booktitle = {The Eleventh International Conference on Learning Representations,
{ICLR} 2023, Kigali, Rwanda, May 1-5, 2023},
publisher = {OpenReview.net},
year = {2023},
url = {https://openreview.net/pdf?id=XSRSWxyJIC},
timestamp = {Fri, 30 Jun 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/iclr/ChenZS0SY23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/GargESSBL23,
author = {Saurabh Garg and
Nick Erickson and
James Sharpnack and
Alex Smola and
Sivaraman Balakrishnan and
Zachary Chase Lipton},
editor = {Andreas Krause and
Emma Brunskill and
Kyunghyun Cho and
Barbara Engelhardt and
Sivan Sabato and
Jonathan Scarlett},
title = {RLSbench: Domain Adaptation Under Relaxed Label Shift},
booktitle = {International Conference on Machine Learning, {ICML} 2023, 23-29 July
2023, Honolulu, Hawaii, {USA}},
series = {Proceedings of Machine Learning Research},
volume = {202},
pages = {10879--10928},
publisher = {{PMLR}},
year = {2023},
url = {https://proceedings.mlr.press/v202/garg23a.html},
timestamp = {Mon, 28 Aug 2023 17:23:08 +0200},
biburl = {https://dblp.org/rec/conf/icml/GargESSBL23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/RenZZZZ0S023,
author = {Shuhuai Ren and
Aston Zhang and
Yi Zhu and
Shuai Zhang and
Shuai Zheng and
Mu Li and
Alexander J. Smola and
Xu Sun},
editor = {Alice Oh and
Tristan Naumann and
Amir Globerson and
Kate Saenko and
Moritz Hardt and
Sergey Levine},
title = {Prompt Pre-Training with Twenty-Thousand Classes for Open-Vocabulary
Visual Recognition},
booktitle = {Advances in Neural Information Processing Systems 36: Annual Conference
on Neural Information Processing Systems 2023, NeurIPS 2023, New Orleans,
LA, USA, December 10 - 16, 2023},
year = {2023},
url = {http://papers.nips.cc/paper\_files/paper/2023/hash/29962c2c9daf1fbd92530a7c958dfc2b-Abstract-Conference.html},
timestamp = {Wed, 10 Apr 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/nips/RenZZZZ0S023.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2301-01821,
author = {Jiaao Chen and
Aston Zhang and
Xingjian Shi and
Mu Li and
Alex Smola and
Diyi Yang},
title = {Parameter-Efficient Fine-Tuning Design Spaces},
journal = {CoRR},
volume = {abs/2301.01821},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2301.01821},
doi = {10.48550/ARXIV.2301.01821},
eprinttype = {arXiv},
eprint = {2301.01821},
timestamp = {Fri, 10 Feb 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2301-01821.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2302-00923,
author = {Zhuosheng Zhang and
Aston Zhang and
Mu Li and
Hai Zhao and
George Karypis and
Alex Smola},
title = {Multimodal Chain-of-Thought Reasoning in Language Models},
journal = {CoRR},
volume = {abs/2302.00923},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2302.00923},
doi = {10.48550/ARXIV.2302.00923},
eprinttype = {arXiv},
eprint = {2302.00923},
timestamp = {Thu, 21 Mar 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2302-00923.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2302-03020,
author = {Saurabh Garg and
Nick Erickson and
James Sharpnack and
Alex Smola and
Sivaraman Balakrishnan and
Zachary C. Lipton},
title = {RLSbench: Domain Adaptation Under Relaxed Label Shift},
journal = {CoRR},
volume = {abs/2302.03020},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2302.03020},
doi = {10.48550/ARXIV.2302.03020},
eprinttype = {arXiv},
eprint = {2302.03020},
timestamp = {Fri, 10 Feb 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2302-03020.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2304-04704,
author = {Shuhuai Ren and
Aston Zhang and
Yi Zhu and
Shuai Zhang and
Shuai Zheng and
Mu Li and
Alex Smola and
Xu Sun},
title = {Prompt Pre-Training with Twenty-Thousand Classes for Open-Vocabulary
Visual Recognition},
journal = {CoRR},
volume = {abs/2304.04704},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2304.04704},
doi = {10.48550/ARXIV.2304.04704},
eprinttype = {arXiv},
eprint = {2304.04704},
timestamp = {Wed, 10 Apr 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2304-04704.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2304-04746,
author = {Jiaao Chen and
Aston Zhang and
Mu Li and
Alex Smola and
Diyi Yang},
title = {A Cheaper and Better Diffusion Language Model with Soft-Masked Noise},
journal = {CoRR},
volume = {abs/2304.04746},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2304.04746},
doi = {10.48550/ARXIV.2304.04746},
eprinttype = {arXiv},
eprint = {2304.04746},
timestamp = {Tue, 18 Apr 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2304-04746.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tois/JinDZQFYZS22,
author = {Jiarui Jin and
Kounianhua Du and
Weinan Zhang and
Jiarui Qin and
Yuchen Fang and
Yong Yu and
Zheng Zhang and
Alexander J. Smola},
title = {GraphHINGE: Learning Interaction Models of Structured Neighborhood
on Heterogeneous Information Network},
journal = {{ACM} Trans. Inf. Syst.},
volume = {40},
number = {3},
pages = {45:1--45:35},
year = {2022},
url = {https://doi.org/10.1145/3472956},
doi = {10.1145/3472956},
timestamp = {Mon, 05 Feb 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/tois/JinDZQFYZS22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cvpr/0005WZZLZSHMMLS22,
author = {Hang Zhang and
Chongruo Wu and
Zhongyue Zhang and
Yi Zhu and
Haibin Lin and
Zhi Zhang and
Yue Sun and
Tong He and
Jonas Mueller and
R. Manmatha and
Mu Li and
Alexander J. Smola},
title = {ResNeSt: Split-Attention Networks},
booktitle = {{IEEE/CVF} Conference on Computer Vision and Pattern Recognition Workshops,
{CVPR} Workshops 2022, New Orleans, LA, USA, June 19-20, 2022},
pages = {2735--2745},
publisher = {{IEEE}},
year = {2022},
url = {https://doi.org/10.1109/CVPRW56347.2022.00309},
doi = {10.1109/CVPRW56347.2022.00309},
timestamp = {Wed, 10 Apr 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/cvpr/0005WZZLZSHMMLS22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/WangZZZLSW22,
author = {Haotao Wang and
Aston Zhang and
Yi Zhu and
Shuai Zheng and
Mu Li and
Alex J. Smola and
Zhangyang Wang},
editor = {Kamalika Chaudhuri and
Stefanie Jegelka and
Le Song and
Csaba Szepesv{\'{a}}ri and
Gang Niu and
Sivan Sabato},
title = {Partial and Asymmetric Contrastive Learning for Out-of-Distribution
Detection in Long-Tailed Recognition},
booktitle = {International Conference on Machine Learning, {ICML} 2022, 17-23 July
2022, Baltimore, Maryland, {USA}},
series = {Proceedings of Machine Learning Research},
volume = {162},
pages = {23446--23458},
publisher = {{PMLR}},
year = {2022},
url = {https://proceedings.mlr.press/v162/wang22aq.html},
timestamp = {Wed, 10 Apr 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icml/WangZZZLSW22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/kdd/GuptaMSS22,
author = {Gaurav Gupta and
Tharun Medini and
Anshumali Shrivastava and
Alexander J. Smola},
editor = {Aidong Zhang and
Huzefa Rangwala},
title = {{BLISS:} {A} Billion scale Index using Iterative Re-partitioning},
booktitle = {{KDD} '22: The 28th {ACM} {SIGKDD} Conference on Knowledge Discovery
and Data Mining, Washington, DC, USA, August 14 - 18, 2022},
pages = {486--495},
publisher = {{ACM}},
year = {2022},
url = {https://doi.org/10.1145/3534678.3539414},
doi = {10.1145/3534678.3539414},
timestamp = {Mon, 28 Aug 2023 21:17:29 +0200},
biburl = {https://dblp.org/rec/conf/kdd/GuptaMSS22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/kdd/EricksonSSS22,
author = {Nick Erickson and
Xingjian Shi and
James Sharpnack and
Alexander J. Smola},
editor = {Aidong Zhang and
Huzefa Rangwala},
title = {Multimodal AutoML for Image, Text and Tabular Data},
booktitle = {{KDD} '22: The 28th {ACM} {SIGKDD} Conference on Knowledge Discovery
and Data Mining, Washington, DC, USA, August 14 - 18, 2022},
pages = {4786--4787},
publisher = {{ACM}},
year = {2022},
url = {https://doi.org/10.1145/3534678.3542616},
doi = {10.1145/3534678.3542616},
timestamp = {Mon, 15 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/kdd/EricksonSSS22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/AsadiFGKLS22,
author = {Kavosh Asadi and
Rasool Fakoor and
Omer Gottesman and
Taesup Kim and
Michael L. Littman and
Alexander J. Smola},
editor = {Sanmi Koyejo and
S. Mohamed and
A. Agarwal and
Danielle Belgrave and
K. Cho and
A. Oh},
title = {Faster Deep Reinforcement Learning with Slower Online Network},
booktitle = {Advances in Neural Information Processing Systems 35: Annual Conference
on Neural Information Processing Systems 2022, NeurIPS 2022, New Orleans,
LA, USA, November 28 - December 9, 2022},
year = {2022},
url = {http://papers.nips.cc/paper\_files/paper/2022/hash/7dfa77fcef807c9a078b58fd619ad897-Abstract-Conference.html},
timestamp = {Mon, 08 Jan 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/AsadiFGKLS22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/ColemanSSS22,
author = {Benjamin Coleman and
Santiago Segarra and
Alexander J. Smola and
Anshumali Shrivastava},
editor = {Sanmi Koyejo and
S. Mohamed and
A. Agarwal and
Danielle Belgrave and
K. Cho and
A. Oh},
title = {Graph Reordering for Cache-Efficient Near Neighbor Search},
booktitle = {Advances in Neural Information Processing Systems 35: Annual Conference
on Neural Information Processing Systems 2022, NeurIPS 2022, New Orleans,
LA, USA, November 28 - December 9, 2022},
year = {2022},
url = {http://papers.nips.cc/paper\_files/paper/2022/hash/fb44a668c2d4bc984e9d6ca261262cbb-Abstract-Conference.html},
timestamp = {Mon, 08 Jan 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/ColemanSSS22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/KlissarovFMAKS22,
author = {Martin Klissarov and
Rasool Fakoor and
Jonas W. Mueller and
Kavosh Asadi and
Taesup Kim and
Alexander J. Smola},
editor = {Sanmi Koyejo and
S. Mohamed and
A. Agarwal and
Danielle Belgrave and
K. Cho and
A. Oh},
title = {Adaptive Interest for Emphatic Reinforcement Learning},
booktitle = {Advances in Neural Information Processing Systems 35: Annual Conference
on Neural Information Processing Systems 2022, NeurIPS 2022, New Orleans,
LA, USA, November 28 - December 9, 2022},
year = {2022},
url = {http://papers.nips.cc/paper\_files/paper/2022/hash/008079ec00eec9760ee93af5434ee932-Abstract-Conference.html},
timestamp = {Mon, 08 Jan 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/KlissarovFMAKS22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2207-01160,
author = {Haotao Wang and
Aston Zhang and
Yi Zhu and
Shuai Zheng and
Mu Li and
Alex Smola and
Zhangyang Wang},
title = {Partial and Asymmetric Contrastive Learning for Out-of-Distribution
Detection in Long-Tailed Recognition},
journal = {CoRR},
volume = {abs/2207.01160},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2207.01160},
doi = {10.48550/ARXIV.2207.01160},
eprinttype = {arXiv},
eprint = {2207.01160},
timestamp = {Wed, 10 Apr 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2207-01160.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2210-01422,
author = {Rasool Fakoor and
Jonas Mueller and
Zachary C. Lipton and
Pratik Chaudhari and
Alexander J. Smola},
title = {Data drift correction via time-varying importance weight estimator},
journal = {CoRR},
volume = {abs/2210.01422},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2210.01422},
doi = {10.48550/ARXIV.2210.01422},
eprinttype = {arXiv},
eprint = {2210.01422},
timestamp = {Wed, 19 Apr 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2210-01422.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2210-03493,
author = {Zhuosheng Zhang and
Aston Zhang and
Mu Li and
Alex Smola},
title = {Automatic Chain of Thought Prompting in Large Language Models},
journal = {CoRR},
volume = {abs/2210.03493},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2210.03493},
doi = {10.48550/ARXIV.2210.03493},
eprinttype = {arXiv},
eprint = {2210.03493},
timestamp = {Fri, 10 Feb 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2210-03493.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaai/MuhamedLSYCJSLS21,
author = {Aashiq Muhamed and
Liang Li and
Xingjian Shi and
Suri Yaddanapudi and
Wayne Chi and
Dylan Jackson and
Rahul Suresh and
Zachary C. Lipton and
Alexander J. Smola},
title = {Symbolic Music Generation with Transformer-GANs},
booktitle = {Thirty-Fifth {AAAI} Conference on Artificial Intelligence, {AAAI}
2021, Thirty-Third Conference on Innovative Applications of Artificial
Intelligence, {IAAI} 2021, The Eleventh Symposium on Educational Advances
in Artificial Intelligence, {EAAI} 2021, Virtual Event, February 2-9,
2021},
pages = {408--417},
publisher = {{AAAI} Press},
year = {2021},
url = {https://doi.org/10.1609/aaai.v35i1.16117},
doi = {10.1609/AAAI.V35I1.16117},
timestamp = {Mon, 04 Sep 2023 12:29:24 +0200},
biburl = {https://dblp.org/rec/conf/aaai/MuhamedLSYCJSLS21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/GargWSBL21,
author = {Saurabh Garg and
Yifan Wu and
Alexander J. Smola and
Sivaraman Balakrishnan and
Zachary C. Lipton},
editor = {Marc'Aurelio Ranzato and
Alina Beygelzimer and
Yann N. Dauphin and
Percy Liang and
Jennifer Wortman Vaughan},
title = {Mixture Proportion Estimation and {PU} Learning: {A} Modern Approach},
booktitle = {Advances in Neural Information Processing Systems 34: Annual Conference
on Neural Information Processing Systems 2021, NeurIPS 2021, December
6-14, 2021, virtual},
pages = {8532--8544},
year = {2021},
url = {https://proceedings.neurips.cc/paper/2021/hash/47b4f1bfdf6d298682e610ad74b37dca-Abstract.html},
timestamp = {Tue, 03 May 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/nips/GargWSBL21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/FakoorMACS21,
author = {Rasool Fakoor and
Jonas Mueller and
Kavosh Asadi and
Pratik Chaudhari and
Alexander J. Smola},
editor = {Marc'Aurelio Ranzato and
Alina Beygelzimer and
Yann N. Dauphin and
Percy Liang and
Jennifer Wortman Vaughan},
title = {Continuous Doubly Constrained Batch Reinforcement Learning},
booktitle = {Advances in Neural Information Processing Systems 34: Annual Conference
on Neural Information Processing Systems 2021, NeurIPS 2021, December
6-14, 2021, virtual},
pages = {11260--11273},
year = {2021},
url = {https://proceedings.neurips.cc/paper/2021/hash/5da713a690c067105aeb2fae32403405-Abstract.html},
timestamp = {Wed, 19 Apr 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/nips/FakoorMACS21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/AnsariBKTSSWJ21,
author = {Abdul Fatir Ansari and
Konstantinos Benidis and
Richard Kurle and
Ali Caner T{\"{u}}rkmen and
Harold Soh and
Alexander J. Smola and
Bernie Wang and
Tim Januschowski},
editor = {Marc'Aurelio Ranzato and
Alina Beygelzimer and
Yann N. Dauphin and
Percy Liang and
Jennifer Wortman Vaughan},
title = {Deep Explicit Duration Switching Models for Time Series},
booktitle = {Advances in Neural Information Processing Systems 34: Annual Conference
on Neural Information Processing Systems 2021, NeurIPS 2021, December
6-14, 2021, virtual},
pages = {29949--29961},
year = {2021},
url = {https://proceedings.neurips.cc/paper/2021/hash/fb4c835feb0a65cc39739320d7a51c02-Abstract.html},
timestamp = {Thu, 02 Feb 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/AnsariBKTSSWJ21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/ShiMEE0S21,
author = {Xingjian Shi and
Jonas Mueller and
Nick Erickson and
Mu Li and
Alexander J. Smola},
editor = {Joaquin Vanschoren and
Sai{-}Kit Yeung},
title = {Benchmarking Multimodal AutoML for Tabular Data with Text Fields},
booktitle = {Proceedings of the Neural Information Processing Systems Track on
Datasets and Benchmarks 1, NeurIPS Datasets and Benchmarks 2021, December
2021, virtual},
year = {2021},
url = {https://datasets-benchmarks-proceedings.neurips.cc/paper/2021/hash/9bf31c7ff062936a96d3c8bd1f8f2ff3-Abstract-round2.html},
timestamp = {Wed, 19 Apr 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/nips/ShiMEE0S21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:conf/mlsys/2021,
editor = {Alex Smola and
Alex Dimakis and
Ion Stoica},
title = {Proceedings of Machine Learning and Systems 2021, MLSys 2021, virtual,
April 5-9, 2021},
publisher = {mlsys.org},
year = {2021},
url = {https://proceedings.mlsys.org/book/2021},
timestamp = {Mon, 23 May 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/mlsys/2021.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2102-09225,
author = {Rasool Fakoor and
Jonas Mueller and
Pratik Chaudhari and
Alexander J. Smola},
title = {Continuous Doubly Constrained Batch Reinforcement Learning},
journal = {CoRR},
volume = {abs/2102.09225},
year = {2021},
url = {https://arxiv.org/abs/2102.09225},
eprinttype = {arXiv},
eprint = {2102.09225},
timestamp = {Wed, 19 Apr 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2102-09225.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2103-00083,
author = {Taesup Kim and
Rasool Fakoor and
Jonas Mueller and
Alexander J. Smola and
Ryan J. Tibshirani},
title = {Deep Quantile Aggregation},
journal = {CoRR},
volume = {abs/2103.00083},
year = {2021},
url = {https://arxiv.org/abs/2103.00083},
eprinttype = {arXiv},
eprint = {2103.00083},
timestamp = {Wed, 19 Apr 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2103-00083.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2103-09944,
author = {Gaurav Gupta and
Tharun Medini and
Anshumali Shrivastava and
Alexander J. Smola},
title = {{IRLI:} Iterative Re-partitioning for Learning to Index},
journal = {CoRR},
volume = {abs/2103.09944},
year = {2021},
url = {https://arxiv.org/abs/2103.09944},
eprinttype = {arXiv},
eprint = {2103.09944},
timestamp = {Tue, 23 Mar 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2103-09944.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2104-03221,
author = {Benjamin Coleman and
Santiago Segarra and
Anshumali Shrivastava and
Alex Smola},
title = {Graph Reordering for Cache-Efficient Near Neighbor Search},
journal = {CoRR},
volume = {abs/2104.03221},
year = {2021},
url = {https://arxiv.org/abs/2104.03221},
eprinttype = {arXiv},
eprint = {2104.03221},
timestamp = {Tue, 13 Apr 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2104-03221.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2106-11342,
author = {Aston Zhang and
Zachary C. Lipton and
Mu Li and
Alexander J. Smola},
title = {Dive into Deep Learning},
journal = {CoRR},
volume = {abs/2106.11342},
year = {2021},
url = {https://arxiv.org/abs/2106.11342},
eprinttype = {arXiv},
eprint = {2106.11342},
timestamp = {Wed, 30 Jun 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2106-11342.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2110-13878,
author = {Abdul Fatir Ansari and
Konstantinos Benidis and
Richard Kurle and
Ali Caner T{\"{u}}rkmen and
Harold Soh and
Alexander J. Smola and
Yuyang Wang and
Tim Januschowski},
title = {Deep Explicit Duration Switching Models for Time Series},
journal = {CoRR},
volume = {abs/2110.13878},
year = {2021},
url = {https://arxiv.org/abs/2110.13878},
eprinttype = {arXiv},
eprint = {2110.13878},
timestamp = {Thu, 28 Jul 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2110-13878.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2111-00980,
author = {Saurabh Garg and
Yifan Wu and
Alex Smola and
Sivaraman Balakrishnan and
Zachary C. Lipton},
title = {Mixture Proportion Estimation and {PU} Learning: {A} Modern Approach},
journal = {CoRR},
volume = {abs/2111.00980},
year = {2021},
url = {https://arxiv.org/abs/2111.00980},
eprinttype = {arXiv},
eprint = {2111.00980},
timestamp = {Fri, 05 Nov 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2111-00980.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2111-02705,
author = {Xingjian Shi and
Jonas Mueller and
Nick Erickson and
Mu Li and
Alexander J. Smola},
title = {Benchmarking Multimodal AutoML for Tabular Data with Text Fields},
journal = {CoRR},
volume = {abs/2111.02705},
year = {2021},
url = {https://arxiv.org/abs/2111.02705},
eprinttype = {arXiv},
eprint = {2111.02705},
timestamp = {Wed, 19 Apr 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2111-02705.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2112-05848,
author = {Kavosh Asadi and
Rasool Fakoor and
Omer Gottesman and
Michael L. Littman and
Alexander J. Smola},
title = {Deep Q-Network with Proximal Iteration},
journal = {CoRR},
volume = {abs/2112.05848},
year = {2021},
url = {https://arxiv.org/abs/2112.05848},
eprinttype = {arXiv},
eprint = {2112.05848},
timestamp = {Mon, 03 Jan 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2112-05848.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/FakoorCSS20,
author = {Rasool Fakoor and
Pratik Chaudhari and
Stefano Soatto and
Alexander J. Smola},
title = {Meta-Q-Learning},
booktitle = {8th International Conference on Learning Representations, {ICLR} 2020,
Addis Ababa, Ethiopia, April 26-30, 2020},
publisher = {OpenReview.net},
year = {2020},
url = {https://openreview.net/forum?id=SJeD3CEFPH},
timestamp = {Thu, 07 May 2020 17:11:47 +0200},
biburl = {https://dblp.org/rec/conf/iclr/FakoorCSS20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/kdd/JinQFD00ZS20,
author = {Jiarui Jin and
Jiarui Qin and
Yuchen Fang and
Kounianhua Du and
Weinan Zhang and
Yong Yu and
Zheng Zhang and
Alexander J. Smola},
editor = {Rajesh Gupta and
Yan Liu and
Jiliang Tang and
B. Aditya Prakash},
title = {An Efficient Neighborhood-based Interaction Model for Recommendation
on Heterogeneous Graph},
booktitle = {{KDD} '20: The 26th {ACM} {SIGKDD} Conference on Knowledge Discovery
and Data Mining, Virtual Event, CA, USA, August 23-27, 2020},
pages = {75--84},
publisher = {{ACM}},
year = {2020},
url = {https://doi.org/10.1145/3394486.3403050},
doi = {10.1145/3394486.3403050},
timestamp = {Mon, 05 Feb 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/kdd/JinQFD00ZS20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/kdd/MuellerSS20,
author = {Jonas Mueller and
Xingjian Shi and
Alexander J. Smola},
editor = {Rajesh Gupta and
Yan Liu and
Jiliang Tang and
B. Aditya Prakash},
title = {Faster, Simpler, More Accurate: Practical Automated Machine Learning
with Tabular, Text, and Image Data},
booktitle = {{KDD} '20: The 26th {ACM} {SIGKDD} Conference on Knowledge Discovery
and Data Mining, Virtual Event, CA, USA, August 23-27, 2020},
pages = {3509--3510},
publisher = {{ACM}},
year = {2020},
url = {https://doi.org/10.1145/3394486.3406706},
doi = {10.1145/3394486.3406706},
timestamp = {Wed, 19 Apr 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/kdd/MuellerSS20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/FakoorMECS20,
author = {Rasool Fakoor and
Jonas Mueller and
Nick Erickson and
Pratik Chaudhari and
Alexander J. Smola},
editor = {Hugo Larochelle and
Marc'Aurelio Ranzato and
Raia Hadsell and
Maria{-}Florina Balcan and
Hsuan{-}Tien Lin},
title = {Fast, Accurate, and Simple Models for Tabular Data via Augmented Distillation},
booktitle = {Advances in Neural Information Processing Systems 33: Annual Conference
on Neural Information Processing Systems 2020, NeurIPS 2020, December
6-12, 2020, virtual},
year = {2020},
url = {https://proceedings.neurips.cc/paper/2020/hash/62d75fb2e3075506e8837d8f55021ab1-Abstract.html},
timestamp = {Wed, 19 Apr 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/nips/FakoorMECS20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sigmod/LibertyKXRCNDSA20,
author = {Edo Liberty and
Zohar S. Karnin and
Bing Xiang and
Laurence Rouesnel and
Baris Coskun and
Ramesh Nallapati and
Julio Delgado and
Amir Sadoughi and
Yury Astashonok and
Piali Das and
Can Balioglu and
Saswata Chakravarty and
Madhav Jha and
Philip Gautier and
David Arpin and
Tim Januschowski and
Valentin Flunkert and
Yuyang Wang and
Jan Gasthaus and
Lorenzo Stella and
Syama Sundar Rangapuram and
David Salinas and
Sebastian Schelter and
Alex Smola},
editor = {David Maier and
Rachel Pottinger and
AnHai Doan and
Wang{-}Chiew Tan and
Abdussalam Alawini and
Hung Q. Ngo},
title = {Elastic Machine Learning Algorithms in Amazon SageMaker},
booktitle = {Proceedings of the 2020 International Conference on Management of
Data, {SIGMOD} Conference 2020, online conference [Portland, OR, USA],
June 14-19, 2020},
pages = {731--737},
publisher = {{ACM}},
year = {2020},
url = {https://doi.org/10.1145/3318464.3386126},
doi = {10.1145/3318464.3386126},
timestamp = {Thu, 28 Jul 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/sigmod/LibertyKXRCNDSA20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2002-06170,
author = {Chenguang Wang and
Zihao Ye and
Aston Zhang and
Zheng Zhang and
Alexander J. Smola},
title = {Transformer on a Diet},
journal = {CoRR},
volume = {abs/2002.06170},
year = {2020},
url = {https://arxiv.org/abs/2002.06170},
eprinttype = {arXiv},
eprint = {2002.06170},
timestamp = {Wed, 05 Oct 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2002-06170.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2003-06505,
author = {Nick Erickson and
Jonas Mueller and
Alexander Shirkov and
Hang Zhang and
Pedro Larroy and
Mu Li and
Alexander J. Smola},
title = {AutoGluon-Tabular: Robust and Accurate AutoML for Structured Data},
journal = {CoRR},
volume = {abs/2003.06505},
year = {2020},
url = {https://arxiv.org/abs/2003.06505},
eprinttype = {arXiv},
eprint = {2003.06505},
timestamp = {Wed, 19 Apr 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2003-06505.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2004-02441,
author = {Rasool Fakoor and
Pratik Chaudhari and
Jonas Mueller and
Alexander J. Smola},
title = {TraDE: Transformers for Density Estimation},
journal = {CoRR},
volume = {abs/2004.02441},
year = {2020},
url = {https://arxiv.org/abs/2004.02441},
eprinttype = {arXiv},
eprint = {2004.02441},
timestamp = {Wed, 19 Apr 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2004-02441.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2004-08955,
author = {Hang Zhang and
Chongruo Wu and
Zhongyue Zhang and
Yi Zhu and
Zhi Zhang and
Haibin Lin and
Yue Sun and
Tong He and
Jonas Mueller and
R. Manmatha and
Mu Li and
Alexander J. Smola},
title = {ResNeSt: Split-Attention Networks},
journal = {CoRR},
volume = {abs/2004.08955},
year = {2020},
url = {https://arxiv.org/abs/2004.08955},
eprinttype = {arXiv},
eprint = {2004.08955},
timestamp = {Wed, 10 Apr 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2004-08955.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2004-14960,
author = {Yi Zhu and
Zhongyue Zhang and
Chongruo Wu and
Zhi Zhang and
Tong He and
Hang Zhang and
R. Manmatha and
Mu Li and
Alexander J. Smola},
title = {Improving Semantic Segmentation via Self-Training},
journal = {CoRR},
volume = {abs/2004.14960},
year = {2020},
url = {https://arxiv.org/abs/2004.14960},
eprinttype = {arXiv},
eprint = {2004.14960},
timestamp = {Wed, 10 Apr 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2004-14960.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2005-07893,
author = {Hyokun Yun and
Michael Froh and
Roshan Makhijani and
Brian Luc and
Alex Smola and
Trishul Chilimbi},
title = {Tiering as a Stochastic Submodular Optimization Problem},
journal = {CoRR},
volume = {abs/2005.07893},
year = {2020},
url = {https://arxiv.org/abs/2005.07893},
eprinttype = {arXiv},
eprint = {2005.07893},
timestamp = {Fri, 22 May 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2005-07893.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2006-14284,
author = {Rasool Fakoor and
Jonas Mueller and
Nick Erickson and
Pratik Chaudhari and
Alexander J. Smola},
title = {Fast, Accurate, and Simple Models for Tabular Data via Augmented Distillation},
journal = {CoRR},
volume = {abs/2006.14284},
year = {2020},
url = {https://arxiv.org/abs/2006.14284},
eprinttype = {arXiv},
eprint = {2006.14284},
timestamp = {Wed, 19 Apr 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2006-14284.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2006-15199,
author = {Rasool Fakoor and
Pratik Chaudhari and
Alexander J. Smola},
title = {{DDPG++:} Striving for Simplicity in Continuous-control Off-Policy
Reinforcement Learning},
journal = {CoRR},
volume = {abs/2006.15199},
year = {2020},
url = {https://arxiv.org/abs/2006.15199},
eprinttype = {arXiv},
eprint = {2006.15199},
timestamp = {Wed, 01 Jul 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2006-15199.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2007-00216,
author = {Jiarui Jin and
Jiarui Qin and
Yuchen Fang and
Kounianhua Du and
Weinan Zhang and
Yong Yu and
Zheng Zhang and
Alexander J. Smola},
title = {An Efficient Neighborhood-based Interaction Model for Recommendation
on Heterogeneous Graph},
journal = {CoRR},
volume = {abs/2007.00216},
year = {2020},
url = {https://arxiv.org/abs/2007.00216},
eprinttype = {arXiv},
eprint = {2007.00216},
timestamp = {Tue, 13 Oct 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2007-00216.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2008-02641,
author = {Louis Abraham and
Gary B{\'{e}}cigneul and
Benjamin Coleman and
Bernhard Sch{\"{o}}lkopf and
Anshumali Shrivastava and
Alexander J. Smola},
title = {Bloom Origami Assays: Practical Group Testing},
journal = {CoRR},
volume = {abs/2008.02641},
year = {2020},
url = {https://arxiv.org/abs/2008.02641},
eprinttype = {arXiv},
eprint = {2008.02641},
timestamp = {Fri, 07 Aug 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2008-02641.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2011-12683,
author = {Jiarui Jin and
Kounianhua Du and
Weinan Zhang and
Jiarui Qin and
Yuchen Fang and
Yong Yu and
Zheng Zhang and
Alexander J. Smola},
title = {Learning Interaction Models of Structured Neighborhood on Heterogeneous
Information Network},
journal = {CoRR},
volume = {abs/2011.12683},
year = {2020},
url = {https://arxiv.org/abs/2011.12683},
eprinttype = {arXiv},
eprint = {2011.12683},
timestamp = {Tue, 01 Dec 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2011-12683.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/emnlp/LinSLZHZS19,
author = {Haibin Lin and
Xingjian Shi and
Leonard Lausen and
Aston Zhang and
He He and
Sheng Zha and
Alexander J. Smola},
editor = {Timothy Baldwin and
Marine Carpuat},
title = {Dive into Deep Learning for Natural Language Processing},
booktitle = {Proceedings of the 2019 Conference on Empirical Methods in Natural
Language Processing and the 9th International Joint Conference on
Natural Language Processing, {EMNLP-IJCNLP} 2019, Hong Kong, China,
November 3-7, 2019 - Tutorial Abstracts},
publisher = {Association for Computational Linguistics},
year = {2019},
url = {https://aclanthology.org/D19-2000/},
timestamp = {Thu, 05 Aug 2021 17:36:17 +0200},
biburl = {https://dblp.org/rec/conf/emnlp/LinSLZHZS19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icdm/MuellerS19,
author = {Jonas Mueller and
Alex Smola},
editor = {Jianyong Wang and
Kyuseok Shim and
Xindong Wu},
title = {Recognizing Variables from Their Data via Deep Embeddings of Distributions},
booktitle = {2019 {IEEE} International Conference on Data Mining, {ICDM} 2019,
Beijing, China, November 8-11, 2019},
pages = {1264--1269},
publisher = {{IEEE}},
year = {2019},
url = {https://doi.org/10.1109/ICDM.2019.00158},
doi = {10.1109/ICDM.2019.00158},
timestamp = {Wed, 19 Apr 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icdm/MuellerS19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/WangSMGFJ19,
author = {Yuyang Wang and
Alex Smola and
Danielle C. Maddix and
Jan Gasthaus and
Dean Foster and
Tim Januschowski},
editor = {Kamalika Chaudhuri and
Ruslan Salakhutdinov},
title = {Deep Factors for Forecasting},
booktitle = {Proceedings of the 36th International Conference on Machine Learning,
{ICML} 2019, 9-15 June 2019, Long Beach, California, {USA}},
series = {Proceedings of Machine Learning Research},
volume = {97},
pages = {6607--6617},
publisher = {{PMLR}},
year = {2019},
url = {http://proceedings.mlr.press/v97/wang19k.html},
timestamp = {Thu, 28 Jul 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icml/WangSMGFJ19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pkdd/TurkmenWS19,
author = {Ali Caner T{\"{u}}rkmen and
Yuyang Wang and
Alexander J. Smola},
editor = {Ulf Brefeld and
{\'{E}}lisa Fromont and
Andreas Hotho and
Arno J. Knobbe and
Marloes H. Maathuis and
C{\'{e}}line Robardet},
title = {FastPoint: Scalable Deep Point Processes},
booktitle = {Machine Learning and Knowledge Discovery in Databases - European Conference,
{ECML} {PKDD} 2019, W{\"{u}}rzburg, Germany, September 16-20,
2019, Proceedings, Part {II}},
series = {Lecture Notes in Computer Science},
volume = {11907},
pages = {465--480},
publisher = {Springer},
year = {2019},
url = {https://doi.org/10.1007/978-3-030-46147-8\_28},
doi = {10.1007/978-3-030-46147-8\_28},
timestamp = {Thu, 28 Jul 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/pkdd/TurkmenWS19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/uai/0002SSG19,
author = {Han Zhao and
Otilia Stretcu and
Alexander J. Smola and
Geoffrey J. Gordon},
editor = {Amir Globerson and
Ricardo Silva},
title = {Efficient Multitask Feature and Relationship Learning},
booktitle = {Proceedings of the Thirty-Fifth Conference on Uncertainty in Artificial
Intelligence, {UAI} 2019, Tel Aviv, Israel, July 22-25, 2019},
series = {Proceedings of Machine Learning Research},
volume = {115},
pages = {777--787},
publisher = {{AUAI} Press},
year = {2019},
url = {http://proceedings.mlr.press/v115/zhao20a.html},
timestamp = {Tue, 15 Dec 2020 17:40:18 +0100},
biburl = {https://dblp.org/rec/conf/uai/0002SSG19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/uai/FakoorCS19,
author = {Rasool Fakoor and
Pratik Chaudhari and
Alexander J. Smola},
editor = {Amir Globerson and
Ricardo Silva},
title = {{P3O:} Policy-on Policy-off Policy Optimization},
booktitle = {Proceedings of the Thirty-Fifth Conference on Uncertainty in Artificial
Intelligence, {UAI} 2019, Tel Aviv, Israel, July 22-25, 2019},
series = {Proceedings of Machine Learning Research},
volume = {115},
pages = {1017--1027},
publisher = {{AUAI} Press},
year = {2019},
url = {http://proceedings.mlr.press/v115/fakoor20a.html},
timestamp = {Tue, 15 Dec 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/uai/FakoorCS19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1904-03257,
author = {Alexander Ratner and
Dan Alistarh and
Gustavo Alonso and
David G. Andersen and
Peter Bailis and
Sarah Bird and
Nicholas Carlini and
Bryan Catanzaro and
Eric S. Chung and
Bill Dally and
Jeff Dean and
Inderjit S. Dhillon and
Alexandros G. Dimakis and
Pradeep Dubey and
Charles Elkan and
Grigori Fursin and
Gregory R. Ganger and
Lise Getoor and
Phillip B. Gibbons and
Garth A. Gibson and
Joseph E. Gonzalez and
Justin Gottschlich and
Song Han and
Kim M. Hazelwood and
Furong Huang and
Martin Jaggi and
Kevin G. Jamieson and
Michael I. Jordan and
Gauri Joshi and
Rania Khalaf and
Jason Knight and
Jakub Kone{\v{c}}n{\'y} and
Tim Kraska and
Arun Kumar and
Anastasios Kyrillidis and
Jing Li and
Samuel Madden and
H. Brendan McMahan and
Erik Meijer and
Ioannis Mitliagkas and
Rajat Monga and
Derek Gordon Murray and
Dimitris S. Papailiopoulos and
Gennady Pekhimenko and
Theodoros Rekatsinas and
Afshin Rostamizadeh and
Christopher R{\'{e}} and
Christopher De Sa and
Hanie Sedghi and
Siddhartha Sen and
Virginia Smith and
Alex Smola and
Dawn Song and
Evan R. Sparks and
Ion Stoica and
Vivienne Sze and
Madeleine Udell and
Joaquin Vanschoren and
Shivaram Venkataraman and
Rashmi Vinayak and
Markus Weimer and
Andrew Gordon Wilson and
Eric P. Xing and
Matei Zaharia and
Ce Zhang and
Ameet Talwalkar},
title = {SysML: The New Frontier of Machine Learning Systems},
journal = {CoRR},
volume = {abs/1904.03257},
year = {2019},
url = {http://arxiv.org/abs/1904.03257},
eprinttype = {arXiv},
eprint = {1904.03257},
timestamp = {Fri, 11 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1904-03257.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1904-09408,
author = {Chenguang Wang and
Mu Li and
Alexander J. Smola},
title = {Language Models with Transformers},
journal = {CoRR},
volume = {abs/1904.09408},
year = {2019},
url = {http://arxiv.org/abs/1904.09408},
eprinttype = {arXiv},
eprint = {1904.09408},
timestamp = {Wed, 05 Oct 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1904-09408.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1905-01756,
author = {Rasool Fakoor and
Pratik Chaudhari and
Alexander J. Smola},
title = {{P3O:} Policy-on Policy-off Policy Optimization},
journal = {CoRR},
volume = {abs/1905.01756},
year = {2019},
url = {http://arxiv.org/abs/1905.01756},
eprinttype = {arXiv},
eprint = {1905.01756},
timestamp = {Mon, 27 May 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1905-01756.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1905-12417,
author = {Yuyang Wang and
Alex Smola and
Danielle C. Maddix and
Jan Gasthaus and
Dean Foster and
Tim Januschowski},
title = {Deep Factors for Forecasting},
journal = {CoRR},
volume = {abs/1905.12417},
year = {2019},
url = {http://arxiv.org/abs/1905.12417},
eprinttype = {arXiv},
eprint = {1905.12417},
timestamp = {Thu, 28 Jul 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1905-12417.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1909-01315,
author = {Minjie Wang and
Lingfan Yu and
Da Zheng and
Quan Gan and
Yu Gai and
Zihao Ye and
Mufei Li and
Jinjing Zhou and
Qi Huang and
Chao Ma and
Ziyue Huang and
Qipeng Guo and
Hao Zhang and
Haibin Lin and
Junbo Zhao and
Jinyang Li and
Alexander J. Smola and
Zheng Zhang},
title = {Deep Graph Library: Towards Efficient and Scalable Deep Learning on
Graphs},
journal = {CoRR},
volume = {abs/1909.01315},
year = {2019},
url = {http://arxiv.org/abs/1909.01315},
eprinttype = {arXiv},
eprint = {1909.01315},
timestamp = {Thu, 25 Nov 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-1909-01315.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1909-04844,
author = {Jonas Mueller and
Alex Smola},
title = {Recognizing Variables from their Data via Deep Embeddings of Distributions},
journal = {CoRR},
volume = {abs/1909.04844},
year = {2019},
url = {http://arxiv.org/abs/1909.04844},
eprinttype = {arXiv},
eprint = {1909.04844},
timestamp = {Wed, 19 Apr 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1909-04844.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1910-00125,
author = {Rasool Fakoor and
Pratik Chaudhari and
Stefano Soatto and
Alexander J. Smola},
title = {Meta-Q-Learning},
journal = {CoRR},
volume = {abs/1910.00125},
year = {2019},
url = {http://arxiv.org/abs/1910.00125},
eprinttype = {arXiv},
eprint = {1910.00125},
timestamp = {Fri, 04 Oct 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1910-00125.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaai/ZhangDKSS18,
author = {Yuyu Zhang and
Hanjun Dai and
Zornitsa Kozareva and
Alexander J. Smola and
Le Song},
editor = {Sheila A. McIlraith and
Kilian Q. Weinberger},
title = {Variational Reasoning for Question Answering With Knowledge Graph},
booktitle = {Proceedings of the Thirty-Second {AAAI} Conference on Artificial Intelligence,
(AAAI-18), the 30th innovative Applications of Artificial Intelligence
(IAAI-18), and the 8th {AAAI} Symposium on Educational Advances in
Artificial Intelligence (EAAI-18), New Orleans, Louisiana, USA, February
2-7, 2018},
pages = {6069--6076},
publisher = {{AAAI} Press},
year = {2018},
url = {https://doi.org/10.1609/aaai.v32i1.12057},
doi = {10.1609/AAAI.V32I1.12057},
timestamp = {Sat, 21 Oct 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/aaai/ZhangDKSS18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aistats/ReddiZSPBSS18,
author = {Sashank J. Reddi and
Manzil Zaheer and
Suvrit Sra and
Barnab{\'{a}}s P{\'{o}}czos and
Francis R. Bach and
Ruslan Salakhutdinov and
Alexander J. Smola},
editor = {Amos J. Storkey and
Fernando P{\'{e}}rez{-}Cruz},
title = {A Generic Approach for Escaping Saddle points},
booktitle = {International Conference on Artificial Intelligence and Statistics,
{AISTATS} 2018, 9-11 April 2018, Playa Blanca, Lanzarote, Canary Islands,
Spain},
series = {Proceedings of Machine Learning Research},
volume = {84},
pages = {1233--1242},
publisher = {{PMLR}},
year = {2018},
url = {http://proceedings.mlr.press/v84/reddi18a.html},
timestamp = {Mon, 09 Nov 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/aistats/ReddiZSPBSS18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cvpr/WuZHMSK18,
author = {Chao{-}Yuan Wu and
Manzil Zaheer and
Hexiang Hu and
R. Manmatha and
Alexander J. Smola and
Philipp Kr{\"{a}}henb{\"{u}}hl},
title = {Compressed Video Action Recognition},
booktitle = {2018 {IEEE} Conference on Computer Vision and Pattern Recognition,
{CVPR} 2018, Salt Lake City, UT, USA, June 18-22, 2018},
pages = {6026--6035},
publisher = {Computer Vision Foundation / {IEEE} Computer Society},
year = {2018},
url = {http://openaccess.thecvf.com/content\_cvpr\_2018/html/Wu\_Compressed\_Video\_Action\_CVPR\_2018\_paper.html},
doi = {10.1109/CVPR.2018.00631},
timestamp = {Fri, 24 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/cvpr/WuZHMSK18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/DasDZVDKSM18,
author = {Rajarshi Das and
Shehzaad Dhuliawala and
Manzil Zaheer and
Luke Vilnis and
Ishan Durugkar and
Akshay Krishnamurthy and
Alex Smola and
Andrew McCallum},
title = {Go for a Walk and Arrive at the Answer: Reasoning Over Paths in Knowledge
Bases using Reinforcement Learning},
booktitle = {6th International Conference on Learning Representations, {ICLR} 2018,
Vancouver, BC, Canada, April 30 - May 3, 2018, Conference Track Proceedings},
publisher = {OpenReview.net},
year = {2018},
url = {https://openreview.net/forum?id=Syg-YfWCW},
timestamp = {Thu, 25 Jul 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/iclr/DasDZVDKSM18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/DaiKDSS18,
author = {Hanjun Dai and
Zornitsa Kozareva and
Bo Dai and
Alexander J. Smola and
Le Song},
editor = {Jennifer G. Dy and
Andreas Krause},
title = {Learning Steady-States of Iterative Algorithms over Graphs},
booktitle = {Proceedings of the 35th International Conference on Machine Learning,
{ICML} 2018, Stockholmsm{\"{a}}ssan, Stockholm, Sweden, July
10-15, 2018},
series = {Proceedings of Machine Learning Research},
volume = {80},
pages = {1114--1122},
publisher = {{PMLR}},
year = {2018},
url = {http://proceedings.mlr.press/v80/dai18a.html},
timestamp = {Thu, 29 Jun 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icml/DaiKDSS18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/LiptonWS18,
author = {Zachary C. Lipton and
Yu{-}Xiang Wang and
Alexander J. Smola},
editor = {Jennifer G. Dy and
Andreas Krause},
title = {Detecting and Correcting for Label Shift with Black Box Predictors},
booktitle = {Proceedings of the 35th International Conference on Machine Learning,
{ICML} 2018, Stockholmsm{\"{a}}ssan, Stockholm, Sweden, July
10-15, 2018},
series = {Proceedings of Machine Learning Research},
volume = {80},
pages = {3128--3136},
publisher = {{PMLR}},
year = {2018},
url = {http://proceedings.mlr.press/v80/lipton18a.html},
timestamp = {Wed, 12 May 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icml/LiptonWS18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/kdd/Smola18,
author = {Alex Smola},
editor = {Yike Guo and
Faisal Farooq},
title = {Algorithms, Data, Hardware and Tools: {A} Perfect Storm},
booktitle = {Proceedings of the 24th {ACM} {SIGKDD} International Conference on
Knowledge Discovery {\&} Data Mining, {KDD} 2018, London, UK,
August 19-23, 2018},
pages = {2878},
publisher = {{ACM}},
year = {2018},
url = {https://doi.org/10.1145/3219819.3219936},
doi = {10.1145/3219819.3219936},
timestamp = {Wed, 21 Nov 2018 12:44:27 +0100},
biburl = {https://dblp.org/rec/conf/kdd/Smola18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1802-03916,
author = {Zachary C. Lipton and
Yu{-}Xiang Wang and
Alexander J. Smola},
title = {Detecting and Correcting for Label Shift with Black Box Predictors},
journal = {CoRR},
volume = {abs/1802.03916},
year = {2018},
url = {http://arxiv.org/abs/1802.03916},
eprinttype = {arXiv},
eprint = {1802.03916},
timestamp = {Wed, 12 May 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1802-03916.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1806-01235,
author = {Emmanouil Antonios Platanios and
Alex Smola},
title = {Deep Graphs},
journal = {CoRR},
volume = {abs/1806.01235},
year = {2018},
url = {http://arxiv.org/abs/1806.01235},
eprinttype = {arXiv},
eprint = {1806.01235},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1806-01235.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1812-00098,
author = {Danielle C. Maddix and
Yuyang Wang and
Alex Smola},
title = {Deep Factors with Gaussian Processes for Forecasting},
journal = {CoRR},
volume = {abs/1812.00098},
year = {2018},
url = {http://arxiv.org/abs/1812.00098},
eprinttype = {arXiv},
eprint = {1812.00098},
timestamp = {Thu, 28 Jul 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1812-00098.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaai/DickLPWBS17,
author = {Travis Dick and
Mu Li and
Venkata Krishna Pillutla and
Colin White and
Maria{-}Florina Balcan and
Alexander J. Smola},
title = {Data Driven Resource Allocation for Distributed Learning},
booktitle = {The Workshops of the The Thirty-First {AAAI} Conference on Artificial
Intelligence, Saturday, February 4-9, 2017, San Francisco, California,
{USA}},
series = {{AAAI} Technical Report},
volume = {{WS-17}},
publisher = {{AAAI} Press},
year = {2017},
url = {http://aaai.org/ocs/index.php/WS/AAAIW17/paper/view/15160},
timestamp = {Mon, 04 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/aaai/DickLPWBS17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aistats/DickLPWBS17,
author = {Travis Dick and
Mu Li and
Venkata Krishna Pillutla and
Colin White and
Nina Balcan and
Alexander J. Smola},
editor = {Aarti Singh and
Xiaojin (Jerry) Zhu},
title = {Data Driven Resource Allocation for Distributed Learning},
booktitle = {Proceedings of the 20th International Conference on Artificial Intelligence
and Statistics, {AISTATS} 2017, 20-22 April 2017, Fort Lauderdale,
FL, {USA}},
series = {Proceedings of Machine Learning Research},
volume = {54},
pages = {662--671},
publisher = {{PMLR}},
year = {2017},
url = {http://proceedings.mlr.press/v54/dick17a.html},
timestamp = {Mon, 21 Sep 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/aistats/DickLPWBS17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aistats/LiuSSWZ17,
author = {Ziqi Liu and
Alexander J. Smola and
Kyle Soska and
Yu{-}Xiang Wang and
Qinghua Zheng},
editor = {Aarti Singh and
Xiaojin (Jerry) Zhu},
title = {Attributing Hacks},
booktitle = {Proceedings of the 20th International Conference on Artificial Intelligence
and Statistics, {AISTATS} 2017, 20-22 April 2017, Fort Lauderdale,
FL, {USA}},
series = {Proceedings of Machine Learning Research},
volume = {54},
pages = {794--802},
publisher = {{PMLR}},
year = {2017},
url = {http://proceedings.mlr.press/v54/liu17a.html},
timestamp = {Wed, 12 May 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/aistats/LiuSSWZ17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/akbc/DasDZVDKSM17,
author = {Rajarshi Das and
Shehzaad Dhuliawala and
Manzil Zaheer and
Luke Vilnis and
Ishan Durugkar and
Akshay Krishnamurthy and
Alex Smola and
Andrew McCallum},
title = {Go for a Walk and Arrive at the Answer: Reasoning Over Knowledge Bases
with Reinforcement Learning},
booktitle = {6th Workshop on Automated Knowledge Base Construction, AKBC@NIPS 2017,
Long Beach, California, USA, December 8, 2017},
publisher = {OpenReview.net},
year = {2017},
timestamp = {Thu, 07 May 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/akbc/DasDZVDKSM17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/eacl/DyerHSYD17,
author = {Zichao Yang and
Zhiting Hu and
Yuntian Deng and
Chris Dyer and
Alexander J. Smola},
editor = {Mirella Lapata and
Phil Blunsom and
Alexander Koller},
title = {Neural Machine Translation with Recurrent Attention Modeling},
booktitle = {Proceedings of the 15th Conference of the European Chapter of the
Association for Computational Linguistics, {EACL} 2017, Valencia,
Spain, April 3-7, 2017, Volume 2: Short Papers},
pages = {383--387},
publisher = {Association for Computational Linguistics},
year = {2017},
url = {https://doi.org/10.18653/v1/e17-2061},
doi = {10.18653/V1/E17-2061},
timestamp = {Fri, 06 Aug 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/eacl/DyerHSYD17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iccv/ManmathaWSK17,
author = {R. Manmatha and
Chao{-}Yuan Wu and
Alexander J. Smola and
Philipp Kr{\"{a}}henb{\"{u}}hl},
title = {Sampling Matters in Deep Embedding Learning},
booktitle = {{IEEE} International Conference on Computer Vision, {ICCV} 2017, Venice,
Italy, October 22-29, 2017},
pages = {2859--2867},
publisher = {{IEEE} Computer Society},
year = {2017},
url = {https://doi.org/10.1109/ICCV.2017.309},
doi = {10.1109/ICCV.2017.309},
timestamp = {Thu, 23 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/iccv/ManmathaWSK17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/SutherlandTSDRS17,
author = {Danica J. Sutherland and
Hsiao{-}Yu Tung and
Heiko Strathmann and
Soumyajit De and
Aaditya Ramdas and
Alexander J. Smola and
Arthur Gretton},
title = {Generative Models and Model Criticism via Optimized Maximum Mean Discrepancy},
booktitle = {5th International Conference on Learning Representations, {ICLR} 2017,
Toulon, France, April 24-26, 2017, Conference Track Proceedings},
publisher = {OpenReview.net},
year = {2017},
url = {https://openreview.net/forum?id=HJWHIKqgl},
timestamp = {Sun, 24 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/iclr/SutherlandTSDRS17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/WuABS17,
author = {Chao{-}Yuan Wu and
Amr Ahmed and
Alex Beutel and
Alexander J. Smola},
title = {Joint Training of Ratings and Reviews with Recurrent Recommender Networks},
booktitle = {5th International Conference on Learning Representations, {ICLR} 2017,
Toulon, France, April 24-26, 2017, Workshop Track Proceedings},
publisher = {OpenReview.net},
year = {2017},
url = {https://openreview.net/forum?id=Bkv9FyHYx},
timestamp = {Mon, 16 Oct 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/iclr/WuABS17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/ZaheerAS17,
author = {Manzil Zaheer and
Amr Ahmed and
Alexander J. Smola},
editor = {Doina Precup and
Yee Whye Teh},
title = {Latent {LSTM} Allocation: Joint Clustering and Non-Linear Dynamic
Modeling of Sequence Data},
booktitle = {Proceedings of the 34th International Conference on Machine Learning,
{ICML} 2017, Sydney, NSW, Australia, 6-11 August 2017},
series = {Proceedings of Machine Learning Research},
volume = {70},
pages = {3967--3976},
publisher = {{PMLR}},
year = {2017},
url = {http://proceedings.mlr.press/v70/zaheer17a.html},
timestamp = {Mon, 16 Oct 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icml/ZaheerAS17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/ZaheerKAMS17,
author = {Manzil Zaheer and
Satwik Kottur and
Amr Ahmed and
Jos{\'{e}} M. F. Moura and
Alexander J. Smola},
editor = {Doina Precup and
Yee Whye Teh},
title = {Canopy Fast Sampling with Cover Trees},
booktitle = {Proceedings of the 34th International Conference on Machine Learning,
{ICML} 2017, Sydney, NSW, Australia, 6-11 August 2017},
series = {Proceedings of Machine Learning Research},
volume = {70},
pages = {3977--3986},
publisher = {{PMLR}},
year = {2017},
url = {http://proceedings.mlr.press/v70/zaheer17b.html},
timestamp = {Mon, 16 Oct 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icml/ZaheerKAMS17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/ZaheerKRPSS17,
author = {Manzil Zaheer and
Satwik Kottur and
Siamak Ravanbakhsh and
Barnab{\'{a}}s P{\'{o}}czos and
Ruslan Salakhutdinov and
Alexander J. Smola},
editor = {Isabelle Guyon and
Ulrike von Luxburg and
Samy Bengio and
Hanna M. Wallach and
Rob Fergus and
S. V. N. Vishwanathan and
Roman Garnett},
title = {Deep Sets},
booktitle = {Advances in Neural Information Processing Systems 30: Annual Conference
on Neural Information Processing Systems 2017, December 4-9, 2017,
Long Beach, CA, {USA}},
pages = {3391--3401},
year = {2017},
url = {https://proceedings.neurips.cc/paper/2017/hash/f22e4747da1aa27e363d86d40ff442fe-Abstract.html},
timestamp = {Thu, 21 Jan 2021 13:58:27 +0100},
biburl = {https://dblp.org/rec/conf/nips/ZaheerKRPSS17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/wsdm/WuABSJ17,
author = {Chao{-}Yuan Wu and
Amr Ahmed and
Alex Beutel and
Alexander J. Smola and
How Jing},
editor = {Maarten de Rijke and
Milad Shokouhi and
Andrew Tomkins and
Min Zhang},
title = {Recurrent Recommender Networks},
booktitle = {Proceedings of the Tenth {ACM} International Conference on Web Search
and Data Mining, {WSDM} 2017, Cambridge, United Kingdom, February
6-10, 2017},
pages = {495--503},
publisher = {{ACM}},
year = {2017},
url = {https://doi.org/10.1145/3018661.3018689},
doi = {10.1145/3018661.3018689},
timestamp = {Mon, 16 Oct 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/wsdm/WuABSJ17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/wsdm/JingS17,
author = {How Jing and
Alexander J. Smola},
editor = {Maarten de Rijke and
Milad Shokouhi and
Andrew Tomkins and
Min Zhang},
title = {Neural Survival Recommender},
booktitle = {Proceedings of the Tenth {ACM} International Conference on Web Search
and Data Mining, {WSDM} 2017, Cambridge, United Kingdom, February
6-10, 2017},
pages = {515--524},
publisher = {{ACM}},
year = {2017},
url = {https://doi.org/10.1145/3018661.3018719},
doi = {10.1145/3018661.3018719},
timestamp = {Mon, 20 May 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/wsdm/JingS17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/ZhaoSNSG17,
author = {Han Zhao and
Otilia Stretcu and
Renato Negrinho and
Alexander J. Smola and
Geoffrey J. Gordon},
title = {Efficient Multi-task Feature and Relationship Learning},
journal = {CoRR},
volume = {abs/1702.04423},
year = {2017},
url = {http://arxiv.org/abs/1702.04423},
eprinttype = {arXiv},
eprint = {1702.04423},
timestamp = {Fri, 08 Feb 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/ZhaoSNSG17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/CurtoZYSG17,
author = {Joachim de Curt{\`{o}} and
Irene Zarza and
Feng Yang and
Alexander J. Smola and
Luc Van Gool},
title = {{F2F:} {A} Library For Fast Kernel Expansions},
journal = {CoRR},
volume = {abs/1702.08159},
year = {2017},
url = {http://arxiv.org/abs/1702.08159},
eprinttype = {arXiv},
eprint = {1702.08159},
timestamp = {Fri, 28 Oct 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/CurtoZYSG17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/CurtoZSG17,
author = {Joachim de Curt{\`{o}} and
Irene Zarza and
Alexander J. Smola and
Luc Van Gool},
title = {HashBox: Hash Hierarchical Segmentation exploiting Bounding Box Object
Detection},
journal = {CoRR},
volume = {abs/1702.08160},
year = {2017},
url = {http://arxiv.org/abs/1702.08160},
eprinttype = {arXiv},
eprint = {1702.08160},
timestamp = {Fri, 28 Oct 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/CurtoZSG17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/ZaheerKRPSS17,
author = {Manzil Zaheer and
Satwik Kottur and
Siamak Ravanbakhsh and
Barnab{\'{a}}s P{\'{o}}czos and
Ruslan Salakhutdinov and
Alexander J. Smola},
title = {Deep Sets},
journal = {CoRR},
volume = {abs/1703.06114},
year = {2017},
url = {http://arxiv.org/abs/1703.06114},
eprinttype = {arXiv},
eprint = {1703.06114},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/ZaheerKRPSS17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/TungWZS17,
author = {Hsiao{-}Yu Fish Tung and
Chao{-}Yuan Wu and
Manzil Zaheer and
Alexander J. Smola},
title = {Spectral Methods for Nonparametric Models},
journal = {CoRR},
volume = {abs/1704.00003},
year = {2017},
url = {http://arxiv.org/abs/1704.00003},
eprinttype = {arXiv},
eprint = {1704.00003},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/TungWZS17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/WuMSK17,
author = {Chao{-}Yuan Wu and
R. Manmatha and
Alexander J. Smola and
Philipp Kr{\"{a}}henb{\"{u}}hl},
title = {Sampling Matters in Deep Embedding Learning},
journal = {CoRR},
volume = {abs/1706.07567},
year = {2017},
url = {http://arxiv.org/abs/1706.07567},
eprinttype = {arXiv},
eprint = {1706.07567},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/WuMSK17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1709-01434,
author = {Sashank J. Reddi and
Manzil Zaheer and
Suvrit Sra and
Barnab{\'{a}}s P{\'{o}}czos and
Francis R. Bach and
Ruslan Salakhutdinov and
Alexander J. Smola},
title = {A Generic Approach for Escaping Saddle points},
journal = {CoRR},
volume = {abs/1709.01434},
year = {2017},
url = {http://arxiv.org/abs/1709.01434},
eprinttype = {arXiv},
eprint = {1709.01434},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1709-01434.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1709-04071,
author = {Yuyu Zhang and
Hanjun Dai and
Zornitsa Kozareva and
Alexander J. Smola and
Le Song},
title = {Variational Reasoning for Question Answering with Knowledge Graph},
journal = {CoRR},
volume = {abs/1709.04071},
year = {2017},
url = {http://arxiv.org/abs/1709.04071},
eprinttype = {arXiv},
eprint = {1709.04071},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1709-04071.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1711-05851,
author = {Rajarshi Das and
Shehzaad Dhuliawala and
Manzil Zaheer and
Luke Vilnis and
Ishan Durugkar and
Akshay Krishnamurthy and
Alexander J. Smola and
Andrew McCallum},
title = {Go for a Walk and Arrive at the Answer: Reasoning Over Paths in Knowledge
Bases using Reinforcement Learning},
journal = {CoRR},
volume = {abs/1711.05851},
year = {2017},
url = {http://arxiv.org/abs/1711.05851},
eprinttype = {arXiv},
eprint = {1711.05851},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1711-05851.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1711-11179,
author = {Xun Zheng and
Manzil Zaheer and
Amr Ahmed and
Yuan Wang and
Eric P. Xing and
Alexander J. Smola},
title = {State Space {LSTM} Models with Particle {MCMC} Inference},
journal = {CoRR},
volume = {abs/1711.11179},
year = {2017},
url = {http://arxiv.org/abs/1711.11179},
eprinttype = {arXiv},
eprint = {1711.11179},
timestamp = {Mon, 16 Oct 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1711-11179.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1712-00636,
author = {Chao{-}Yuan Wu and
Manzil Zaheer and
Hexiang Hu and
R. Manmatha and
Alexander J. Smola and
Philipp Kr{\"{a}}henb{\"{u}}hl},
title = {Compressed Video Action Recognition},
journal = {CoRR},
volume = {abs/1712.00636},
year = {2017},
url = {http://arxiv.org/abs/1712.00636},
eprinttype = {arXiv},
eprint = {1712.00636},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1712-00636.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/WangSST16,
author = {Yu{-}Xiang Wang and
James Sharpnack and
Alexander J. Smola and
Ryan J. Tibshirani},
title = {Trend Filtering on Graphs},
journal = {J. Mach. Learn. Res.},
volume = {17},
pages = {105:1--105:41},
year = {2016},
url = {http://jmlr.org/papers/v17/15-147.html},
timestamp = {Wed, 12 May 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/jmlr/WangSST16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tist/FlaxmanNS16,
author = {Seth R. Flaxman and
Daniel B. Neill and
Alexander J. Smola},
title = {Gaussian Processes for Independence Tests with Non-iid Data in Causal
Inference},
journal = {{ACM} Trans. Intell. Syst. Technol.},
volume = {7},
number = {2},
pages = {22:1--22:23},
year = {2016},
url = {https://doi.org/10.1145/2806892},
doi = {10.1145/2806892},
timestamp = {Mon, 15 Jun 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/tist/FlaxmanNS16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aistats/SraYLS16,
author = {Suvrit Sra and
Adams Wei Yu and
Mu Li and
Alexander J. Smola},
editor = {Arthur Gretton and
Christian C. Robert},
title = {AdaDelay: Delay Adaptive Distributed Stochastic Optimization},
booktitle = {Proceedings of the 19th International Conference on Artificial Intelligence
and Statistics, {AISTATS} 2016, Cadiz, Spain, May 9-11, 2016},
series = {{JMLR} Workshop and Conference Proceedings},
volume = {51},
pages = {957--965},
publisher = {JMLR.org},
year = {2016},
url = {http://proceedings.mlr.press/v51/sra16.html},
timestamp = {Mon, 21 Sep 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/aistats/SraYLS16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aistats/ZaheerWTSS16,
author = {Manzil Zaheer and
Michael L. Wick and
Jean{-}Baptiste Tristan and
Alexander J. Smola and
Guy L. Steele Jr.},
editor = {Arthur Gretton and
Christian C. Robert},
title = {Exponential Stochastic Cellular Automata for Massively Parallel Inference},
booktitle = {Proceedings of the 19th International Conference on Artificial Intelligence
and Statistics, {AISTATS} 2016, Cadiz, Spain, May 9-11, 2016},
series = {{JMLR} Workshop and Conference Proceedings},
volume = {51},
pages = {966--975},
publisher = {JMLR.org},
year = {2016},
url = {http://proceedings.mlr.press/v51/zaheer16.html},
timestamp = {Tue, 21 Jul 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/aistats/ZaheerWTSS16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/allerton/ReddiSPS16,
author = {Sashank J. Reddi and
Suvrit Sra and
Barnab{\'{a}}s P{\'{o}}czos and
Alexander J. Smola},
title = {Stochastic Frank-Wolfe methods for nonconvex optimization},
booktitle = {54th Annual Allerton Conference on Communication, Control, and Computing,
Allerton 2016, Monticello, IL, USA, September 27-30, 2016},
pages = {1244--1251},
publisher = {{IEEE}},
year = {2016},
url = {https://doi.org/10.1109/ALLERTON.2016.7852377},
doi = {10.1109/ALLERTON.2016.7852377},
timestamp = {Wed, 16 Oct 2019 14:14:55 +0200},
biburl = {https://dblp.org/rec/conf/allerton/ReddiSPS16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cdc/ReddiSPS16,
author = {Sashank J. Reddi and
Suvrit Sra and
Barnab{\'{a}}s P{\'{o}}czos and
Alexander J. Smola},
title = {Fast incremental method for smooth nonconvex optimization},
booktitle = {55th {IEEE} Conference on Decision and Control, {CDC} 2016, Las Vegas,
NV, USA, December 12-14, 2016},
pages = {1971--1977},
publisher = {{IEEE}},
year = {2016},
url = {https://doi.org/10.1109/CDC.2016.7798553},
doi = {10.1109/CDC.2016.7798553},
timestamp = {Fri, 04 Mar 2022 13:29:43 +0100},
biburl = {https://dblp.org/rec/conf/cdc/ReddiSPS16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cvpr/YangHGDS16,
author = {Zichao Yang and
Xiaodong He and
Jianfeng Gao and
Li Deng and
Alexander J. Smola},
title = {Stacked Attention Networks for Image Question Answering},
booktitle = {2016 {IEEE} Conference on Computer Vision and Pattern Recognition,
{CVPR} 2016, Las Vegas, NV, USA, June 27-30, 2016},
pages = {21--29},
publisher = {{IEEE} Computer Society},
year = {2016},
url = {https://doi.org/10.1109/CVPR.2016.10},
doi = {10.1109/CVPR.2016.10},
timestamp = {Thu, 11 Apr 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/cvpr/YangHGDS16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/ReddiHSPS16,
author = {Sashank J. Reddi and
Ahmed Hefny and
Suvrit Sra and
Barnab{\'{a}}s P{\'{o}}czos and
Alexander J. Smola},
editor = {Maria{-}Florina Balcan and
Kilian Q. Weinberger},
title = {Stochastic Variance Reduction for Nonconvex Optimization},
booktitle = {Proceedings of the 33nd International Conference on Machine Learning,
{ICML} 2016, New York City, NY, USA, June 19-24, 2016},
series = {{JMLR} Workshop and Conference Proceedings},
volume = {48},
pages = {314--323},
publisher = {JMLR.org},
year = {2016},
url = {http://proceedings.mlr.press/v48/reddi16.html},
timestamp = {Wed, 29 May 2019 08:41:46 +0200},
biburl = {https://dblp.org/rec/conf/icml/ReddiHSPS16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/naacl/YangYDHSH16,
author = {Zichao Yang and
Diyi Yang and
Chris Dyer and
Xiaodong He and
Alexander J. Smola and
Eduard H. Hovy},
editor = {Kevin Knight and
Ani Nenkova and
Owen Rambow},
title = {Hierarchical Attention Networks for Document Classification},
booktitle = {{NAACL} {HLT} 2016, The 2016 Conference of the North American Chapter
of the Association for Computational Linguistics: Human Language Technologies,
San Diego California, USA, June 12-17, 2016},
pages = {1480--1489},
publisher = {The Association for Computational Linguistics},
year = {2016},
url = {https://doi.org/10.18653/v1/n16-1174},
doi = {10.18653/V1/N16-1174},
timestamp = {Fri, 06 Aug 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/naacl/YangYDHSH16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/ReddiSPS16,
author = {Sashank J. Reddi and
Suvrit Sra and
Barnab{\'{a}}s P{\'{o}}czos and
Alexander J. Smola},
editor = {Daniel D. Lee and
Masashi Sugiyama and
Ulrike von Luxburg and
Isabelle Guyon and
Roman Garnett},
title = {Proximal Stochastic Methods for Nonsmooth Nonconvex Finite-Sum Optimization},
booktitle = {Advances in Neural Information Processing Systems 29: Annual Conference
on Neural Information Processing Systems 2016, December 5-10, 2016,
Barcelona, Spain},
pages = {1145--1153},
year = {2016},
url = {https://proceedings.neurips.cc/paper/2016/hash/291597a100aadd814d197af4f4bab3a7-Abstract.html},
timestamp = {Mon, 16 May 2022 15:41:51 +0200},
biburl = {https://dblp.org/rec/conf/nips/ReddiSPS16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/DubeyRWPSX16,
author = {Kumar Avinava Dubey and
Sashank J. Reddi and
Sinead A. Williamson and
Barnab{\'{a}}s P{\'{o}}czos and
Alexander J. Smola and
Eric P. Xing},
editor = {Daniel D. Lee and
Masashi Sugiyama and
Ulrike von Luxburg and
Isabelle Guyon and
Roman Garnett},
title = {Variance Reduction in Stochastic Gradient Langevin Dynamics},
booktitle = {Advances in Neural Information Processing Systems 29: Annual Conference
on Neural Information Processing Systems 2016, December 5-10, 2016,
Barcelona, Spain},
pages = {1154--1162},
year = {2016},
url = {https://proceedings.neurips.cc/paper/2016/hash/9b698eb3105bd82528f23d0c92dedfc0-Abstract.html},
timestamp = {Thu, 21 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/DubeyRWPSX16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/recsys/WuASB16,
author = {Chao{-}Yuan Wu and
Christopher V. Alvino and
Alexander J. Smola and
Justin Basilico},
editor = {Shilad Sen and
Werner Geyer and
Jill Freyne and
Pablo Castells},
title = {Using Navigation to Improve Recommendations in Real-Time},
booktitle = {Proceedings of the 10th {ACM} Conference on Recommender Systems, Boston,
MA, USA, September 15-19, 2016},
pages = {341--348},
publisher = {{ACM}},
year = {2016},
url = {https://doi.org/10.1145/2959100.2959174},
doi = {10.1145/2959100.2959174},
timestamp = {Tue, 06 Nov 2018 11:07:03 +0100},
biburl = {https://dblp.org/rec/conf/recsys/WuASB16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/wsdm/LiLSW16,
author = {Mu Li and
Ziqi Liu and
Alexander J. Smola and
Yu{-}Xiang Wang},
editor = {Paul N. Bennett and
Vanja Josifovski and
Jennifer Neville and
Filip Radlinski},
title = {DiFacto: Distributed Factorization Machines},
booktitle = {Proceedings of the Ninth {ACM} International Conference on Web Search
and Data Mining, San Francisco, CA, USA, February 22-25, 2016},
pages = {377--386},
publisher = {{ACM}},
year = {2016},
url = {https://doi.org/10.1145/2835776.2835781},
doi = {10.1145/2835776.2835781},
timestamp = {Wed, 12 May 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/wsdm/LiLSW16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/www/WuBAS16,
author = {Chao{-}Yuan Wu and
Alex Beutel and
Amr Ahmed and
Alexander J. Smola},
editor = {Jacqueline Bourdeau and
Jim Hendler and
Roger Nkambou and
Ian Horrocks and
Ben Y. Zhao},
title = {Explaining Reviews and Ratings with {PACO:} Poisson Additive Co-Clustering},
booktitle = {Proceedings of the 25th International Conference on World Wide Web,
{WWW} 2016, Montreal, Canada, April 11-15, 2016, Companion Volume},
pages = {127--128},
publisher = {{ACM}},
year = {2016},
url = {https://doi.org/10.1145/2872518.2889400},
doi = {10.1145/2872518.2889400},
timestamp = {Mon, 16 Oct 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/www/WuBAS16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:conf/kdd/2016,
editor = {Balaji Krishnapuram and
Mohak Shah and
Alexander J. Smola and
Charu C. Aggarwal and
Dou Shen and
Rajeev Rastogi},
title = {Proceedings of the 22nd {ACM} {SIGKDD} International Conference on
Knowledge Discovery and Data Mining, San Francisco, CA, USA, August
13-17, 2016},
publisher = {{ACM}},
year = {2016},
url = {https://doi.org/10.1145/2939672},
doi = {10.1145/2939672},
isbn = {978-1-4503-4232-2},
timestamp = {Tue, 06 Nov 2018 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/kdd/2016.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/ReddiSPS16,
author = {Sashank J. Reddi and
Suvrit Sra and
Barnab{\'{a}}s P{\'{o}}czos and
Alexander J. Smola},
title = {Fast Incremental Method for Nonconvex Optimization},
journal = {CoRR},
volume = {abs/1603.06159},
year = {2016},
url = {http://arxiv.org/abs/1603.06159},
eprinttype = {arXiv},
eprint = {1603.06159},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/ReddiSPS16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/ReddiHSPS16,
author = {Sashank J. Reddi and
Ahmed Hefny and
Suvrit Sra and
Barnab{\'{a}}s P{\'{o}}czos and
Alexander J. Smola},
title = {Stochastic Variance Reduction for Nonconvex Optimization},
journal = {CoRR},
volume = {abs/1603.06160},
year = {2016},
url = {http://arxiv.org/abs/1603.06160},
eprinttype = {arXiv},
eprint = {1603.06160},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/ReddiHSPS16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/ReddiSPS16a,
author = {Sashank J. Reddi and
Suvrit Sra and
Barnab{\'{a}}s P{\'{o}}czos and
Alexander J. Smola},
title = {Fast Stochastic Methods for Nonsmooth Nonconvex Optimization},
journal = {CoRR},
volume = {abs/1605.06900},
year = {2016},
url = {http://arxiv.org/abs/1605.06900},
eprinttype = {arXiv},
eprint = {1605.06900},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/ReddiSPS16a.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/YangHDDS16,
author = {Zichao Yang and
Zhiting Hu and
Yuntian Deng and
Chris Dyer and
Alexander J. Smola},
title = {Neural Machine Translation with Recurrent Attention Modeling},
journal = {CoRR},
volume = {abs/1607.05108},
year = {2016},
url = {http://arxiv.org/abs/1607.05108},
eprinttype = {arXiv},
eprint = {1607.05108},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/YangHDDS16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/ReddiSPS16b,
author = {Sashank J. Reddi and
Suvrit Sra and
Barnab{\'{a}}s P{\'{o}}czos and
Alexander J. Smola},
title = {Stochastic Frank-Wolfe Methods for Nonconvex Optimization},
journal = {CoRR},
volume = {abs/1607.08254},
year = {2016},
url = {http://arxiv.org/abs/1607.08254},
eprinttype = {arXiv},
eprint = {1607.08254},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/ReddiSPS16b.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/ReddiKRPS16,
author = {Sashank J. Reddi and
Jakub Kone{\v{c}}n{\'y} and
Peter Richt{\'{a}}rik and
Barnab{\'{a}}s P{\'{o}}czos and
Alexander J. Smola},
title = {{AIDE:} Fast and Communication Efficient Distributed Optimization},
journal = {CoRR},
volume = {abs/1608.06879},
year = {2016},
url = {http://arxiv.org/abs/1608.06879},
eprinttype = {arXiv},
eprint = {1608.06879},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/ReddiKRPS16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/LiuSSWZ16,
author = {Ziqi Liu and
Alexander J. Smola and
Kyle Soska and
Yu{-}Xiang Wang and
Qinghua Zheng},
title = {Attributing Hacks},
journal = {CoRR},
volume = {abs/1611.03021},
year = {2016},
url = {http://arxiv.org/abs/1611.03021},
eprinttype = {arXiv},
eprint = {1611.03021},
timestamp = {Wed, 12 May 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/LiuSSWZ16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/SutherlandTSDRS16,
author = {Danica J. Sutherland and
Hsiao{-}Yu Fish Tung and
Heiko Strathmann and
Soumyajit De and
Aaditya Ramdas and
Alexander J. Smola and
Arthur Gretton},
title = {Generative Models and Model Criticism via Optimized Maximum Mean Discrepancy},
journal = {CoRR},
volume = {abs/1611.04488},
year = {2016},
url = {http://arxiv.org/abs/1611.04488},
eprinttype = {arXiv},
eprint = {1611.04488},
timestamp = {Sun, 24 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/SutherlandTSDRS16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaai/ReddiPS15,
author = {Sashank Jakkam Reddi and
Barnab{\'{a}}s P{\'{o}}czos and
Alexander J. Smola},
editor = {Blai Bonet and
Sven Koenig},
title = {Doubly Robust Covariate Shift Correction},
booktitle = {Proceedings of the Twenty-Ninth {AAAI} Conference on Artificial Intelligence,
January 25-30, 2015, Austin, Texas, {USA}},
pages = {2949--2955},
publisher = {{AAAI} Press},
year = {2015},
url = {https://doi.org/10.1609/aaai.v29i1.9576},
doi = {10.1609/AAAI.V29I1.9576},
timestamp = {Mon, 18 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/aaai/ReddiPS15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aistats/LeeZGS15,
author = {Jay Lee and
Manzil Zaheer and
Stephan G{\"{u}}nnemann and
Alexander J. Smola},
editor = {Guy Lebanon and
S. V. N. Vishwanathan},
title = {Preferential Attachment in Graphs with Affinities},
booktitle = {Proceedings of the Eighteenth International Conference on Artificial
Intelligence and Statistics, {AISTATS} 2015, San Diego, California,
USA, May 9-12, 2015},
series = {{JMLR} Workshop and Conference Proceedings},
volume = {38},
publisher = {JMLR.org},
year = {2015},
url = {http://proceedings.mlr.press/v38/lee15b.html},
timestamp = {Wed, 29 May 2019 08:41:44 +0200},
biburl = {https://dblp.org/rec/conf/aistats/LeeZGS15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aistats/WangSST15,
author = {Yu{-}Xiang Wang and
James Sharpnack and
Alexander J. Smola and
Ryan J. Tibshirani},
editor = {Guy Lebanon and
S. V. N. Vishwanathan},
title = {Trend Filtering on Graphs},
booktitle = {Proceedings of the Eighteenth International Conference on Artificial
Intelligence and Statistics, {AISTATS} 2015, San Diego, California,
USA, May 9-12, 2015},
series = {{JMLR} Workshop and Conference Proceedings},
volume = {38},
publisher = {JMLR.org},
year = {2015},
url = {http://proceedings.mlr.press/v38/wang15d.html},
timestamp = {Wed, 12 May 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/aistats/WangSST15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aistats/YangWSS15,
author = {Zichao Yang and
Andrew Gordon Wilson and
Alexander J. Smola and
Le Song},
editor = {Guy Lebanon and
S. V. N. Vishwanathan},
title = {A la Carte - Learning Fast Kernels},
booktitle = {Proceedings of the Eighteenth International Conference on Artificial
Intelligence and Statistics, {AISTATS} 2015, San Diego, California,
USA, May 9-12, 2015},
series = {{JMLR} Workshop and Conference Proceedings},
volume = {38},
publisher = {JMLR.org},
year = {2015},
url = {http://proceedings.mlr.press/v38/yang15b.html},
timestamp = {Wed, 29 May 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/aistats/YangWSS15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iccv/YangMDFSSW15,
author = {Zichao Yang and
Marcin Moczulski and
Misha Denil and
Nando de Freitas and
Alexander J. Smola and
Le Song and
Ziyu Wang},
title = {Deep Fried Convnets},
booktitle = {2015 {IEEE} International Conference on Computer Vision, {ICCV} 2015,
Santiago, Chile, December 7-13, 2015},
pages = {1476--1483},
publisher = {{IEEE} Computer Society},
year = {2015},
url = {https://doi.org/10.1109/ICCV.2015.173},
doi = {10.1109/ICCV.2015.173},
timestamp = {Thu, 23 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/iccv/YangMDFSSW15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/FlaxmanWNNS15,
author = {Seth R. Flaxman and
Andrew Gordon Wilson and
Daniel B. Neill and
Hannes Nickisch and
Alexander J. Smola},
editor = {Francis R. Bach and
David M. Blei},
title = {Fast Kronecker Inference in Gaussian Processes with non-Gaussian Likelihoods},
booktitle = {Proceedings of the 32nd International Conference on Machine Learning,
{ICML} 2015, Lille, France, 6-11 July 2015},
series = {{JMLR} Workshop and Conference Proceedings},
volume = {37},
pages = {607--616},
publisher = {JMLR.org},
year = {2015},
url = {http://proceedings.mlr.press/v37/flaxman15.html},
timestamp = {Wed, 29 May 2019 08:41:45 +0200},
biburl = {https://dblp.org/rec/conf/icml/FlaxmanWNNS15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/WangFS15,
author = {Yu{-}Xiang Wang and
Stephen E. Fienberg and
Alexander J. Smola},
editor = {Francis R. Bach and
David M. Blei},
title = {Privacy for Free: Posterior Sampling and Stochastic Gradient Monte
Carlo},
booktitle = {Proceedings of the 32nd International Conference on Machine Learning,
{ICML} 2015, Lille, France, 6-11 July 2015},
series = {{JMLR} Workshop and Conference Proceedings},
volume = {37},
pages = {2493--2502},
publisher = {JMLR.org},
year = {2015},
url = {http://proceedings.mlr.press/v37/wangg15.html},
timestamp = {Wed, 12 May 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icml/WangFS15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/kdd/DuFASS15,
author = {Nan Du and
Mehrdad Farajtabar and
Amr Ahmed and
Alexander J. Smola and
Le Song},
editor = {Longbing Cao and
Chengqi Zhang and
Thorsten Joachims and
Geoffrey I. Webb and
Dragos D. Margineantu and
Graham Williams},
title = {Dirichlet-Hawkes Processes with Applications to Clustering Continuous-Time
Document Streams},
booktitle = {Proceedings of the 21th {ACM} {SIGKDD} International Conference on
Knowledge Discovery and Data Mining, Sydney, NSW, Australia, August
10-13, 2015},
pages = {219--228},
publisher = {{ACM}},
year = {2015},
url = {https://doi.org/10.1145/2783258.2783411},
doi = {10.1145/2783258.2783411},
timestamp = {Mon, 16 Oct 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/kdd/DuFASS15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/kdd/FlaxmanWS15,
author = {Seth R. Flaxman and
Yu{-}Xiang Wang and
Alexander J. Smola},
editor = {Longbing Cao and
Chengqi Zhang and
Thorsten Joachims and
Geoffrey I. Webb and
Dragos D. Margineantu and
Graham Williams},
title = {Who Supported Obama in 2012?: Ecological Inference through Distribution
Regression},
booktitle = {Proceedings of the 21th {ACM} {SIGKDD} International Conference on
Knowledge Discovery and Data Mining, Sydney, NSW, Australia, August
10-13, 2015},
pages = {289--298},
publisher = {{ACM}},
year = {2015},
url = {https://doi.org/10.1145/2783258.2783300},
doi = {10.1145/2783258.2783300},
timestamp = {Wed, 12 May 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/kdd/FlaxmanWS15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/kdd/ZhouALS15,
author = {Li Zhou and
David G. Andersen and
Mu Li and
Alexander J. Smola},
editor = {Longbing Cao and
Chengqi Zhang and
Thorsten Joachims and
Geoffrey I. Webb and
Dragos D. Margineantu and
Graham Williams},
title = {Cuckoo Linear Algebra},
booktitle = {Proceedings of the 21th {ACM} {SIGKDD} International Conference on
Knowledge Discovery and Data Mining, Sydney, NSW, Australia, August
10-13, 2015},
pages = {1553--1562},
publisher = {{ACM}},
year = {2015},
url = {https://doi.org/10.1145/2783258.2783263},
doi = {10.1145/2783258.2783263},
timestamp = {Mon, 21 Sep 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/kdd/ZhouALS15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/kdd/ZhangAYJS15,
author = {Weinan Zhang and
Amr Ahmed and
Jie Yang and
Vanja Josifovski and
Alexander J. Smola},
editor = {Longbing Cao and
Chengqi Zhang and
Thorsten Joachims and
Geoffrey I. Webb and
Dragos D. Margineantu and
Graham Williams},
title = {Annotating Needles in the Haystack without Looking: Product Information
Extraction from Emails},
booktitle = {Proceedings of the 21th {ACM} {SIGKDD} International Conference on
Knowledge Discovery and Data Mining, Sydney, NSW, Australia, August
10-13, 2015},
pages = {2257--2266},
publisher = {{ACM}},
year = {2015},
url = {https://doi.org/10.1145/2783258.2788580},
doi = {10.1145/2783258.2788580},
timestamp = {Mon, 16 Oct 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/kdd/ZhangAYJS15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/WangTSA15,
author = {Yining Wang and
Hsiao{-}Yu Fish Tung and
Alexander J. Smola and
Anima Anandkumar},
editor = {Corinna Cortes and
Neil D. Lawrence and
Daniel D. Lee and
Masashi Sugiyama and
Roman Garnett},
title = {Fast and Guaranteed Tensor Decomposition via Sketching},
booktitle = {Advances in Neural Information Processing Systems 28: Annual Conference
on Neural Information Processing Systems 2015, December 7-12, 2015,
Montreal, Quebec, Canada},
pages = {991--999},
year = {2015},
url = {https://proceedings.neurips.cc/paper/2015/hash/45645a27c4f1adc8a7a835976064a86d-Abstract.html},
timestamp = {Mon, 16 May 2022 15:41:51 +0200},
biburl = {https://dblp.org/rec/conf/nips/WangTSA15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/ReddiHSPS15,
author = {Sashank J. Reddi and
Ahmed Hefny and
Suvrit Sra and
Barnab{\'{a}}s P{\'{o}}czos and
Alexander J. Smola},
editor = {Corinna Cortes and
Neil D. Lawrence and
Daniel D. Lee and
Masashi Sugiyama and
Roman Garnett},
title = {On Variance Reduction in Stochastic Gradient Descent and its Asynchronous
Variants},
booktitle = {Advances in Neural Information Processing Systems 28: Annual Conference
on Neural Information Processing Systems 2015, December 7-12, 2015,
Montreal, Quebec, Canada},
pages = {2647--2655},
year = {2015},
url = {https://proceedings.neurips.cc/paper/2015/hash/d010396ca8abf6ead8cacc2c2f2f26c7-Abstract.html},
timestamp = {Thu, 21 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/ReddiHSPS15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/recsys/LiuWS15,
author = {Ziqi Liu and
Yu{-}Xiang Wang and
Alexander J. Smola},
editor = {Hannes Werthner and
Markus Zanker and
Jennifer Golbeck and
Giovanni Semeraro},
title = {Fast Differentially Private Matrix Factorization},
booktitle = {Proceedings of the 9th {ACM} Conference on Recommender Systems, RecSys
2015, Vienna, Austria, September 16-20, 2015},
pages = {171--178},
publisher = {{ACM}},
year = {2015},
url = {https://doi.org/10.1145/2792838.2800191},
doi = {10.1145/2792838.2800191},
timestamp = {Wed, 12 May 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/recsys/LiuWS15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/uai/ReddiPS15,
author = {Sashank J. Reddi and
Barnab{\'{a}}s P{\'{o}}czos and
Alexander J. Smola},
editor = {Marina Meila and
Tom Heskes},
title = {Communication Efficient Coresets for Empirical Loss Minimization},
booktitle = {Proceedings of the Thirty-First Conference on Uncertainty in Artificial
Intelligence, {UAI} 2015, July 12-16, 2015, Amsterdam, The Netherlands},
pages = {752--761},
publisher = {{AUAI} Press},
year = {2015},
url = {http://auai.org/uai2015/proceedings/papers/141.pdf},
timestamp = {Thu, 12 Mar 2020 11:31:09 +0100},
biburl = {https://dblp.org/rec/conf/uai/ReddiPS15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/wsdm/LiAS15,
author = {Mu Li and
Amr Ahmed and
Alexander J. Smola},
editor = {Xueqi Cheng and
Hang Li and
Evgeniy Gabrilovich and
Jie Tang},
title = {Inferring Movement Trajectories from {GPS} Snippets},
booktitle = {Proceedings of the Eighth {ACM} International Conference on Web Search
and Data Mining, {WSDM} 2015, Shanghai, China, February 2-6, 2015},
pages = {325--334},
publisher = {{ACM}},
year = {2015},
url = {https://doi.org/10.1145/2684822.2685313},
doi = {10.1145/2684822.2685313},
timestamp = {Mon, 16 Oct 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/wsdm/LiAS15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/www/BeutelAS15,
author = {Alex Beutel and
Amr Ahmed and
Alexander J. Smola},
editor = {Aldo Gangemi and
Stefano Leonardi and
Alessandro Panconesi},
title = {{ACCAMS:} Additive Co-Clustering to Approximate Matrices Succinctly},
booktitle = {Proceedings of the 24th International Conference on World Wide Web,
{WWW} 2015, Florence, Italy, May 18-22, 2015},
pages = {119--129},
publisher = {{ACM}},
year = {2015},
url = {https://doi.org/10.1145/2736277.2741091},
doi = {10.1145/2736277.2741091},
timestamp = {Mon, 16 Oct 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/www/BeutelAS15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/BeutelAS15,
author = {Alex Beutel and
Amr Ahmed and
Alexander J. Smola},
title = {{ACCAMS:} Additive Co-Clustering to Approximate Matrices Succinctly},
journal = {CoRR},
volume = {abs/1501.00199},
year = {2015},
url = {http://arxiv.org/abs/1501.00199},
eprinttype = {arXiv},
eprint = {1501.00199},
timestamp = {Mon, 16 Oct 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/BeutelAS15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/WangFS15,
author = {Yu{-}Xiang Wang and
Stephen E. Fienberg and
Alexander J. Smola},
title = {Privacy for Free: Posterior Sampling and Stochastic Gradient Monte
Carlo},
journal = {CoRR},
volume = {abs/1502.07645},
year = {2015},
url = {http://arxiv.org/abs/1502.07645},
eprinttype = {arXiv},
eprint = {1502.07645},
timestamp = {Wed, 12 May 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/WangFS15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/LiuWS15,
author = {Ziqi Liu and
Yu{-}Xiang Wang and
Alexander J. Smola},
title = {Fast Differentially Private Matrix Factorization},
journal = {CoRR},
volume = {abs/1505.01419},
year = {2015},
url = {http://arxiv.org/abs/1505.01419},
eprinttype = {arXiv},
eprint = {1505.01419},
timestamp = {Wed, 12 May 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/LiuWS15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/LiAS15,
author = {Mu Li and
Dave G. Andersen and
Alexander J. Smola},
title = {Graph Partitioning via Parallel Submodular Approximation to Accelerate
Distributed Machine Learning},
journal = {CoRR},
volume = {abs/1505.04636},
year = {2015},
url = {http://arxiv.org/abs/1505.04636},
eprinttype = {arXiv},
eprint = {1505.04636},
timestamp = {Mon, 21 Sep 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/LiAS15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/WangTSA15,
author = {Yining Wang and
Hsiao{-}Yu Fish Tung and
Alexander J. Smola and
Animashree Anandkumar},
title = {Fast and Guaranteed Tensor Decomposition via Sketching},
journal = {CoRR},
volume = {abs/1506.04448},
year = {2015},
url = {http://arxiv.org/abs/1506.04448},
eprinttype = {arXiv},
eprint = {1506.04448},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/WangTSA15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/ReddiHSPS15,
author = {Sashank J. Reddi and
Ahmed Hefny and
Suvrit Sra and
Barnab{\'{a}}s P{\'{o}}czos and
Alexander J. Smola},
title = {On Variance Reduction in Stochastic Gradient Descent and its Asynchronous
Variants},
journal = {CoRR},
volume = {abs/1506.06840},
year = {2015},
url = {http://arxiv.org/abs/1506.06840},
eprinttype = {arXiv},
eprint = {1506.06840},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/ReddiHSPS15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/SraYLS15,
author = {Suvrit Sra and
Adams Wei Yu and
Mu Li and
Alexander J. Smola},
title = {AdaDelay: Delay Adaptive Distributed Stochastic Convex Optimization},
journal = {CoRR},
volume = {abs/1508.05003},
year = {2015},
url = {http://arxiv.org/abs/1508.05003},
eprinttype = {arXiv},
eprint = {1508.05003},
timestamp = {Mon, 21 Sep 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/SraYLS15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/YangHGDS15,
author = {Zichao Yang and
Xiaodong He and
Jianfeng Gao and
Li Deng and
Alexander J. Smola},
title = {Stacked Attention Networks for Image Question Answering},
journal = {CoRR},
volume = {abs/1511.02274},
year = {2015},
url = {http://arxiv.org/abs/1511.02274},
eprinttype = {arXiv},
eprint = {1511.02274},
timestamp = {Thu, 11 Apr 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/YangHGDS15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/WuBAS15,
author = {Chao{-}Yuan Wu and
Alex Beutel and
Amr Ahmed and
Alexander J. Smola},
title = {Explaining reviews and ratings with {PACO:} Poisson Additive Co-Clustering},
journal = {CoRR},
volume = {abs/1512.01845},
year = {2015},
url = {http://arxiv.org/abs/1512.01845},
eprinttype = {arXiv},
eprint = {1512.01845},
timestamp = {Mon, 16 Oct 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/WuBAS15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/DickLPWBS15,
author = {Travis Dick and
Mu Li and
Venkata Krishna Pillutla and
Colin White and
Maria{-}Florina Balcan and
Alexander J. Smola},
title = {Data Driven Resource Allocation for Distributed Learning},
journal = {CoRR},
volume = {abs/1512.04848},
year = {2015},
url = {http://arxiv.org/abs/1512.04848},
eprinttype = {arXiv},
eprint = {1512.04848},
timestamp = {Mon, 21 Sep 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/DickLPWBS15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/WangST14,
author = {Yu{-}Xiang Wang and
Alexander J. Smola and
Ryan J. Tibshirani},
title = {The Falling Factorial Basis and Its Statistical Applications},
booktitle = {Proceedings of the 31th International Conference on Machine Learning,
{ICML} 2014, Beijing, China, 21-26 June 2014},
series = {{JMLR} Workshop and Conference Proceedings},
volume = {32},
pages = {730--738},
publisher = {JMLR.org},
year = {2014},
url = {http://proceedings.mlr.press/v32/wange14.html},
timestamp = {Wed, 12 May 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icml/WangST14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/Lopez-PazSSGS14,
author = {David Lopez{-}Paz and
Suvrit Sra and
Alexander J. Smola and
Zoubin Ghahramani and
Bernhard Sch{\"{o}}lkopf},
title = {Randomized Nonlinear Component Analysis},
booktitle = {Proceedings of the 31th International Conference on Machine Learning,
{ICML} 2014, Beijing, China, 21-26 June 2014},
series = {{JMLR} Workshop and Conference Proceedings},
volume = {32},
pages = {1359--1367},
publisher = {JMLR.org},
year = {2014},
url = {http://proceedings.mlr.press/v32/lopez-paz14.html},
timestamp = {Wed, 29 May 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icml/Lopez-PazSSGS14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/kdd/DiaoQWSJW14,
author = {Qiming Diao and
Minghui Qiu and
Chao{-}Yuan Wu and
Alexander J. Smola and
Jing Jiang and
Chong Wang},
editor = {Sofus A. Macskassy and
Claudia Perlich and
Jure Leskovec and
Wei Wang and
Rayid Ghani},
title = {Jointly modeling aspects, ratings and sentiments for movie recommendation
{(JMARS)}},
booktitle = {The 20th {ACM} {SIGKDD} International Conference on Knowledge Discovery
and Data Mining, {KDD} '14, New York, NY, {USA} - August 24 - 27,
2014},
pages = {193--202},
publisher = {{ACM}},
year = {2014},
url = {https://doi.org/10.1145/2623330.2623758},
doi = {10.1145/2623330.2623758},
timestamp = {Wed, 13 Feb 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/kdd/DiaoQWSJW14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/kdd/LiZCS14,
author = {Mu Li and
Tong Zhang and
Yuqiang Chen and
Alexander J. Smola},
editor = {Sofus A. Macskassy and
Claudia Perlich and
Jure Leskovec and
Wei Wang and
Rayid Ghani},
title = {Efficient mini-batch training for stochastic optimization},
booktitle = {The 20th {ACM} {SIGKDD} International Conference on Knowledge Discovery
and Data Mining, {KDD} '14, New York, NY, {USA} - August 24 - 27,
2014},
pages = {661--670},
publisher = {{ACM}},
year = {2014},
url = {https://doi.org/10.1145/2623330.2623612},
doi = {10.1145/2623330.2623612},
timestamp = {Sun, 19 Jun 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/kdd/LiZCS14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/kdd/LiARS14,
author = {Aaron Q. Li and
Amr Ahmed and
Sujith Ravi and
Alexander J. Smola},
editor = {Sofus A. Macskassy and
Claudia Perlich and
Jure Leskovec and
Wei Wang and
Rayid Ghani},
title = {Reducing the sampling complexity of topic models},
booktitle = {The 20th {ACM} {SIGKDD} International Conference on Knowledge Discovery
and Data Mining, {KDD} '14, New York, NY, {USA} - August 24 - 27,
2014},
pages = {891--900},
publisher = {{ACM}},
year = {2014},
url = {https://doi.org/10.1145/2623330.2623756},
doi = {10.1145/2623330.2623756},
timestamp = {Mon, 16 Oct 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/kdd/LiARS14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/LiASY14,
author = {Mu Li and
David G. Andersen and
Alexander J. Smola and
Kai Yu},
editor = {Zoubin Ghahramani and
Max Welling and
Corinna Cortes and
Neil D. Lawrence and
Kilian Q. Weinberger},
title = {Communication Efficient Distributed Machine Learning with the Parameter
Server},
booktitle = {Advances in Neural Information Processing Systems 27: Annual Conference
on Neural Information Processing Systems 2014, December 8-13 2014,
Montreal, Quebec, Canada},
pages = {19--27},
year = {2014},
url = {https://proceedings.neurips.cc/paper/2014/hash/1ff1de774005f8da13f42943881c655f-Abstract.html},
timestamp = {Mon, 16 May 2022 15:41:51 +0200},
biburl = {https://dblp.org/rec/conf/nips/LiASY14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/TungS14,
author = {Hsiao{-}Yu Fish Tung and
Alexander J. Smola},
editor = {Zoubin Ghahramani and
Max Welling and
Corinna Cortes and
Neil D. Lawrence and
Kilian Q. Weinberger},
title = {Spectral Methods for Indian Buffet Process Inference},
booktitle = {Advances in Neural Information Processing Systems 27: Annual Conference
on Neural Information Processing Systems 2014, December 8-13 2014,
Montreal, Quebec, Canada},
pages = {1484--1492},
year = {2014},
url = {https://proceedings.neurips.cc/paper/2014/hash/846c260d715e5b854ffad5f70a516c88-Abstract.html},
timestamp = {Thu, 21 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/TungS14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/osdi/LiAPSAJLSS14,
author = {Mu Li and
David G. Andersen and
Jun Woo Park and
Alexander J. Smola and
Amr Ahmed and
Vanja Josifovski and
James Long and
Eugene J. Shekita and
Bor{-}Yiing Su},
editor = {Jason Flinn and
Hank Levy},
title = {Scaling Distributed Machine Learning with the Parameter Server},
booktitle = {11th {USENIX} Symposium on Operating Systems Design and Implementation,
{OSDI} '14, Broomfield, CO, USA, October 6-8, 2014},
pages = {583--598},
publisher = {{USENIX} Association},
year = {2014},
url = {https://www.usenix.org/conference/osdi14/technical-sessions/presentation/li\_mu},
timestamp = {Mon, 16 Oct 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/osdi/LiAPSAJLSS14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/wsdm/AhmedDS14,
author = {Amr Ahmed and
Abhimanyu Das and
Alexander J. Smola},
editor = {Ben Carterette and
Fernando Diaz and
Carlos Castillo and
Donald Metzler},
title = {Scalable hierarchical multitask learning algorithms for conversion
optimization in display advertising},
booktitle = {Seventh {ACM} International Conference on Web Search and Data Mining,
{WSDM} 2014, New York, NY, USA, February 24-28, 2014},
pages = {153--162},
publisher = {{ACM}},
year = {2014},
url = {https://doi.org/10.1145/2556195.2556264},
doi = {10.1145/2556195.2556264},
timestamp = {Mon, 16 Oct 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/wsdm/AhmedDS14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/wsdm/ZhangAJS14,
author = {Yuchen Zhang and
Amr Ahmed and
Vanja Josifovski and
Alexander J. Smola},
editor = {Ben Carterette and
Fernando Diaz and
Carlos Castillo and
Donald Metzler},
title = {Taxonomy discovery for personalized recommendation},
booktitle = {Seventh {ACM} International Conference on Web Search and Data Mining,
{WSDM} 2014, New York, NY, USA, February 24-28, 2014},
pages = {243--252},
publisher = {{ACM}},
year = {2014},
url = {https://doi.org/10.1145/2556195.2556236},
doi = {10.1145/2556195.2556236},
timestamp = {Mon, 16 Oct 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/wsdm/ZhangAJS14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/www/BeutelMFS14,
author = {Alex Beutel and
Kenton Murray and
Christos Faloutsos and
Alexander J. Smola},
editor = {Chin{-}Wan Chung and
Andrei Z. Broder and
Kyuseok Shim and
Torsten Suel},
title = {CoBaFi: collaborative bayesian filtering},
booktitle = {23rd International World Wide Web Conference, {WWW} '14, Seoul, Republic
of Korea, April 7-11, 2014},
pages = {97--108},
publisher = {{ACM}},
year = {2014},
url = {https://doi.org/10.1145/2566486.2568040},
doi = {10.1145/2566486.2568040},
timestamp = {Sun, 02 Jun 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/www/BeutelMFS14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/Lopez-PazSSGS14,
author = {David Lopez{-}Paz and
Suvrit Sra and
Alexander J. Smola and
Zoubin Ghahramani and
Bernhard Sch{\"{o}}lkopf},
title = {Randomized Nonlinear Component Analysis},
journal = {CoRR},
volume = {abs/1402.0119},
year = {2014},
url = {http://arxiv.org/abs/1402.0119},
eprinttype = {arXiv},
eprint = {1402.0119},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/Lopez-PazSSGS14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/LeSS14,
author = {Quoc Viet Le and
Tam{\'{a}}s Sarl{\'{o}}s and
Alexander Johannes Smola},
title = {Fastfood: Approximate Kernel Expansions in Loglinear Time},
journal = {CoRR},
volume = {abs/1408.3060},
year = {2014},
url = {http://arxiv.org/abs/1408.3060},
eprinttype = {arXiv},
eprint = {1408.3060},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/LeSS14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/WangSST14,
author = {Yu{-}Xiang Wang and
James Sharpnack and
Alexander J. Smola and
Ryan J. Tibshirani},
title = {Trend Filtering on Graphs},
journal = {CoRR},
volume = {abs/1410.7690},
year = {2014},
url = {http://arxiv.org/abs/1410.7690},
eprinttype = {arXiv},
eprint = {1410.7690},
timestamp = {Wed, 12 May 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/WangSST14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/YangSSW14,
author = {Zichao Yang and
Alexander J. Smola and
Le Song and
Andrew Gordon Wilson},
title = {A la Carte - Learning Fast Kernels},
journal = {CoRR},
volume = {abs/1412.6493},
year = {2014},
url = {http://arxiv.org/abs/1412.6493},
eprinttype = {arXiv},
eprint = {1412.6493},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/YangSSW14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/YangMDFSSW14,
author = {Zichao Yang and
Marcin Moczulski and
Misha Denil and
Nando de Freitas and
Alexander J. Smola and
Le Song and
Ziyu Wang},
title = {Deep Fried Convnets},
journal = {CoRR},
volume = {abs/1412.7149},
year = {2014},
url = {http://arxiv.org/abs/1412.7149},
eprinttype = {arXiv},
eprint = {1412.7149},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/YangMDFSSW14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cikm/TanCHKS13,
author = {Chenhao Tan and
Ed H. Chi and
David A. Huffaker and
Gueorgi Kossinets and
Alexander J. Smola},
editor = {Qi He and
Arun Iyengar and
Wolfgang Nejdl and
Jian Pei and
Rajeev Rastogi},
title = {Instant foodie: predicting expert ratings from grassroots},
booktitle = {22nd {ACM} International Conference on Information and Knowledge Management,
CIKM'13, San Francisco, CA, USA, October 27 - November 1, 2013},
pages = {1127--1136},
publisher = {{ACM}},
year = {2013},
url = {https://doi.org/10.1145/2505515.2505712},
doi = {10.1145/2505515.2505712},
timestamp = {Tue, 06 Nov 2018 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/cikm/TanCHKS13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/LeSS13,
author = {Quoc V. Le and
Tam{\'{a}}s Sarl{\'{o}}s and
Alexander J. Smola},
title = {Fastfood - Computing Hilbert Space Expansions in loglinear time},
booktitle = {Proceedings of the 30th International Conference on Machine Learning,
{ICML} 2013, Atlanta, GA, USA, 16-21 June 2013},
series = {{JMLR} Workshop and Conference Proceedings},
volume = {28},
pages = {244--252},
publisher = {JMLR.org},
year = {2013},
url = {http://proceedings.mlr.press/v28/le13.html},
timestamp = {Wed, 29 May 2019 08:41:45 +0200},
biburl = {https://dblp.org/rec/conf/icml/LeSS13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/AhmedHS13,
author = {Amr Ahmed and
Liangjie Hong and
Alexander J. Smola},
title = {Nested Chinese Restaurant Franchise Process: Applications to User
Tracking and Document Modeling},
booktitle = {Proceedings of the 30th International Conference on Machine Learning,
{ICML} 2013, Atlanta, GA, USA, 16-21 June 2013},
series = {{JMLR} Workshop and Conference Proceedings},
volume = {28},
pages = {1426--1434},
publisher = {JMLR.org},
year = {2013},
url = {http://proceedings.mlr.press/v28/ahmed13.html},
timestamp = {Mon, 16 Oct 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icml/AhmedHS13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/kdd/AhmedS13,
author = {Amr Ahmed and
Alexander J. Smola},
editor = {Inderjit S. Dhillon and
Yehuda Koren and
Rayid Ghani and
Ted E. Senator and
Paul Bradley and
Rajesh Parekh and
Jingrui He and
Robert L. Grossman and
Ramasamy Uthurusamy},
title = {The dataminer's guide to scalable mixed-membership and nonparametric
bayesian models},
booktitle = {The 19th {ACM} {SIGKDD} International Conference on Knowledge Discovery
and Data Mining, {KDD} 2013, Chicago, IL, USA, August 11-14, 2013},
pages = {1529},
publisher = {{ACM}},
year = {2013},
url = {https://doi.org/10.1145/2487575.2506181},
doi = {10.1145/2487575.2506181},
timestamp = {Mon, 16 Oct 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/kdd/AhmedS13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/WangCSX13,
author = {Chong Wang and
Xi Chen and
Alexander J. Smola and
Eric P. Xing},
editor = {Christopher J. C. Burges and
L{\'{e}}on Bottou and
Zoubin Ghahramani and
Kilian Q. Weinberger},
title = {Variance Reduction for Stochastic Gradient Optimization},
booktitle = {Advances in Neural Information Processing Systems 26: 27th Annual
Conference on Neural Information Processing Systems 2013. Proceedings
of a meeting held December 5-8, 2013, Lake Tahoe, Nevada, United States},
pages = {181--189},
year = {2013},
url = {https://proceedings.neurips.cc/paper/2013/hash/9766527f2b5d3e95d4a733fcfb77bd7e-Abstract.html},
timestamp = {Mon, 16 May 2022 15:41:51 +0200},
biburl = {https://dblp.org/rec/conf/nips/WangCSX13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/www/AhmedHS13,
author = {Amr Ahmed and
Liangjie Hong and
Alexander J. Smola},
editor = {Daniel Schwabe and
Virg{\'{\i}}lio A. F. Almeida and
Hartmut Glaser and
Ricardo Baeza{-}Yates and
Sue B. Moon},
title = {Hierarchical geographical modeling of user locations from social media
posts},
booktitle = {22nd International World Wide Web Conference, {WWW} '13, Rio de Janeiro,
Brazil, May 13-17, 2013},
pages = {25--36},
publisher = {International World Wide Web Conferences Steering Committee / {ACM}},
year = {2013},
url = {https://doi.org/10.1145/2488388.2488392},
doi = {10.1145/2488388.2488392},
timestamp = {Mon, 16 Oct 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/www/AhmedHS13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/www/AhmedSNJS13,
author = {Amr Ahmed and
Nino Shervashidze and
Shravan M. Narayanamurthy and
Vanja Josifovski and
Alexander J. Smola},
editor = {Daniel Schwabe and
Virg{\'{\i}}lio A. F. Almeida and
Hartmut Glaser and
Ricardo Baeza{-}Yates and
Sue B. Moon},
title = {Distributed large-scale natural graph factorization},
booktitle = {22nd International World Wide Web Conference, {WWW} '13, Rio de Janeiro,
Brazil, May 13-17, 2013},
pages = {37--48},
publisher = {International World Wide Web Conferences Steering Committee / {ACM}},
year = {2013},
url = {https://doi.org/10.1145/2488388.2488393},
doi = {10.1145/2488388.2488393},
timestamp = {Mon, 16 Oct 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/www/AhmedSNJS13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/www/NavalpakkamJSRAS13,
author = {Vidhya Navalpakkam and
LaDawn Jentzsch and
Rory Sayres and
Sujith Ravi and
Amr Ahmed and
Alexander J. Smola},
editor = {Daniel Schwabe and
Virg{\'{\i}}lio A. F. Almeida and
Hartmut Glaser and
Ricardo Baeza{-}Yates and
Sue B. Moon},
title = {Measurement and modeling of eye-mouse behavior in the presence of
nonlinear page layouts},
booktitle = {22nd International World Wide Web Conference, {WWW} '13, Rio de Janeiro,
Brazil, May 13-17, 2013},
pages = {953--964},
publisher = {International World Wide Web Conferences Steering Committee / {ACM}},
year = {2013},
url = {https://doi.org/10.1145/2488388.2488471},
doi = {10.1145/2488388.2488471},
timestamp = {Mon, 16 Oct 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/www/NavalpakkamJSRAS13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/GrettonBRSS12,
author = {Arthur Gretton and
Karsten M. Borgwardt and
Malte J. Rasch and
Bernhard Sch{\"{o}}lkopf and
Alexander J. Smola},
title = {A Kernel Two-Sample Test},
journal = {J. Mach. Learn. Res.},
volume = {13},
pages = {723--773},
year = {2012},
url = {https://dl.acm.org/doi/10.5555/2503308.2188410},
doi = {10.5555/2503308.2188410},
timestamp = {Thu, 02 Jun 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/jmlr/GrettonBRSS12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/SongSGBB12,
author = {Le Song and
Alexander J. Smola and
Arthur Gretton and
Justin Bedo and
Karsten M. Borgwardt},
title = {Feature Selection via Dependence Maximization},
journal = {J. Mach. Learn. Res.},
volume = {13},
pages = {1393--1434},
year = {2012},
url = {https://dl.acm.org/doi/10.5555/2503308.2343691},
doi = {10.5555/2503308.2343691},
timestamp = {Thu, 02 Jun 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/jmlr/SongSGBB12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cikm/AhmedADSA12,
author = {Amr Ahmed and
Mohamed Aly and
Abhimanyu Das and
Alexander J. Smola and
Tasos Anastasakos},
editor = {Xue{-}wen Chen and
Guy Lebanon and
Haixun Wang and
Mohammed J. Zaki},
title = {Web-scale multi-task feature selection for behavioral targeting},
booktitle = {21st {ACM} International Conference on Information and Knowledge Management,
CIKM'12, Maui, HI, USA, October 29 - November 02, 2012},
pages = {1737--1741},
publisher = {{ACM}},
year = {2012},
url = {https://doi.org/10.1145/2396761.2398508},
doi = {10.1145/2396761.2398508},
timestamp = {Mon, 16 Oct 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/cikm/AhmedADSA12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/FreitasSZ12,
author = {Nando de Freitas and
Alexander J. Smola and
Masrour Zoghi},
title = {Exponential Regret Bounds for Gaussian Process Bandits with Deterministic
Observations},
booktitle = {Proceedings of the 29th International Conference on Machine Learning,
{ICML} 2012, Edinburgh, Scotland, UK, June 26 - July 1, 2012},
publisher = {icml.cc / Omnipress},
year = {2012},
url = {http://icml.cc/2012/papers/853.pdf},
timestamp = {Wed, 03 Apr 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icml/FreitasSZ12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/kdd/MatsushimaVS12,
author = {Shin Matsushima and
S. V. N. Vishwanathan and
Alexander J. Smola},
editor = {Qiang Yang and
Deepak Agarwal and
Jian Pei},
title = {Linear support vector machines via dual cached loops},
booktitle = {The 18th {ACM} {SIGKDD} International Conference on Knowledge Discovery
and Data Mining, {KDD} '12, Beijing, China, August 12-16, 2012},
pages = {177--185},
publisher = {{ACM}},
year = {2012},
url = {https://doi.org/10.1145/2339530.2339559},
doi = {10.1145/2339530.2339559},
timestamp = {Tue, 06 Nov 2018 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/kdd/MatsushimaVS12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/DuSSY12,
author = {Nan Du and
Le Song and
Alexander J. Smola and
Ming Yuan},
editor = {Peter L. Bartlett and
Fernando C. N. Pereira and
Christopher J. C. Burges and
L{\'{e}}on Bottou and
Kilian Q. Weinberger},
title = {Learning Networks of Heterogeneous Influence},
booktitle = {Advances in Neural Information Processing Systems 25: 26th Annual
Conference on Neural Information Processing Systems 2012. Proceedings
of a meeting held December 3-6, 2012, Lake Tahoe, Nevada, United States},
pages = {2789--2797},
year = {2012},
url = {https://proceedings.neurips.cc/paper/2012/hash/d759175de8ea5b1d9a2660e45554894f-Abstract.html},
timestamp = {Fri, 02 Feb 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/DuSSY12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/AhmedRNS12,
author = {Amr Ahmed and
Sujith Ravi and
Shravan M. Narayanamurthy and
Alexander J. Smola},
editor = {Peter L. Bartlett and
Fernando C. N. Pereira and
Christopher J. C. Burges and
L{\'{e}}on Bottou and
Kilian Q. Weinberger},
title = {FastEx: Hash Clustering with Exponential Families},
booktitle = {Advances in Neural Information Processing Systems 25: 26th Annual
Conference on Neural Information Processing Systems 2012. Proceedings
of a meeting held December 3-6, 2012, Lake Tahoe, Nevada, United States},
pages = {2807--2815},
year = {2012},
url = {https://proceedings.neurips.cc/paper/2012/hash/018b59ce1fd616d874afad0f44ba338d-Abstract.html},
timestamp = {Mon, 16 Oct 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/nips/AhmedRNS12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sigir/YangSLZC12,
author = {Shuang{-}Hong Yang and
Alexander J. Smola and
Bo Long and
Hongyuan Zha and
Yi Chang},
editor = {William R. Hersh and
Jamie Callan and
Yoelle Maarek and
Mark Sanderson},
title = {Friend or frenemy?: predicting signed ties in social networks},
booktitle = {The 35th International {ACM} {SIGIR} conference on research and development
in Information Retrieval, {SIGIR} '12, Portland, OR, USA, August 12-16,
2012},
pages = {555--564},
publisher = {{ACM}},
year = {2012},
url = {https://doi.org/10.1145/2348283.2348359},
doi = {10.1145/2348283.2348359},
timestamp = {Sun, 02 Oct 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/sigir/YangSLZC12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/uai/MatusevychSA12,
author = {Sergiy Matusevych and
Alexander J. Smola and
Amr Ahmed},
editor = {Nando de Freitas and
Kevin P. Murphy},
title = {Hokusai - Sketching Streams in Real Time},
booktitle = {Proceedings of the Twenty-Eighth Conference on Uncertainty in Artificial
Intelligence, Catalina Island, CA, USA, August 14-18, 2012},
pages = {594--603},
publisher = {{AUAI} Press},
year = {2012},
url = {https://dslpitt.org/uai/displayArticleDetails.jsp?mmnu=1\&\#38;smnu=2\&\#38;article\_id=2320\&\#38;proceeding\_id=28},
timestamp = {Mon, 16 Oct 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/uai/MatusevychSA12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/wsdm/AhmedAGNS12,
author = {Amr Ahmed and
Mohamed Aly and
Joseph Gonzalez and
Shravan M. Narayanamurthy and
Alexander J. Smola},
editor = {Eytan Adar and
Jaime Teevan and
Eugene Agichtein and
Yoelle Maarek},
title = {Scalable inference in latent variable models},
booktitle = {Proceedings of the Fifth International Conference on Web Search and
Web Data Mining, {WSDM} 2012, Seattle, WA, USA, February 8-12, 2012},
pages = {123--132},
publisher = {{ACM}},
year = {2012},
url = {https://doi.org/10.1145/2124295.2124312},
doi = {10.1145/2124295.2124312},
timestamp = {Mon, 16 Oct 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/wsdm/AhmedAGNS12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/wsdm/AhmedTVS12,
author = {Amr Ahmed and
Choon Hui Teo and
S. V. N. Vishwanathan and
Alexander J. Smola},
editor = {Eytan Adar and
Jaime Teevan and
Eugene Agichtein and
Yoelle Maarek},
title = {Fair and balanced: learning to present news stories},
booktitle = {Proceedings of the Fifth International Conference on Web Search and
Web Data Mining, {WSDM} 2012, Seattle, WA, USA, February 8-12, 2012},
pages = {333--342},
publisher = {{ACM}},
year = {2012},
url = {https://doi.org/10.1145/2124295.2124337},
doi = {10.1145/2124295.2124337},
timestamp = {Mon, 16 Oct 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/wsdm/AhmedTVS12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/www/HongAGST12,
author = {Liangjie Hong and
Amr Ahmed and
Siva Gurumurthy and
Alexander J. Smola and
Kostas Tsioutsiouliklis},
editor = {Alain Mille and
Fabien Gandon and
Jacques Misselis and
Michael Rabinovich and
Steffen Staab},
title = {Discovering geographical topics in the twitter stream},
booktitle = {Proceedings of the 21st World Wide Web Conference 2012, {WWW} 2012,
Lyon, France, April 16-20, 2012},
pages = {769--778},
publisher = {{ACM}},
year = {2012},
url = {https://doi.org/10.1145/2187836.2187940},
doi = {10.1145/2187836.2187940},
timestamp = {Mon, 16 Oct 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/www/HongAGST12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1203-2177,
author = {Nando de Freitas and
Alexander J. Smola and
Masrour Zoghi},
title = {Regret Bounds for Deterministic Gaussian Process Bandits},
journal = {CoRR},
volume = {abs/1203.2177},
year = {2012},
url = {http://arxiv.org/abs/1203.2177},
eprinttype = {arXiv},
eprint = {1203.2177},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1203-2177.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1203-3472,
author = {Yutian Chen and
Max Welling and
Alexander J. Smola},
title = {Super-Samples from Kernel Herding},
journal = {CoRR},
volume = {abs/1203.3472},
year = {2012},
url = {http://arxiv.org/abs/1203.3472},
eprinttype = {arXiv},
eprint = {1203.3472},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1203-3472.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1207-4131,
author = {Yasemin Altun and
Alexander J. Smola and
Thomas Hofmann},
title = {Exponential Families for Conditional Random Fields},
journal = {CoRR},
volume = {abs/1207.4131},
year = {2012},
url = {http://arxiv.org/abs/1207.4131},
eprinttype = {arXiv},
eprint = {1207.4131},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1207-4131.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1210-4891,
author = {Sergiy Matusevych and
Alexander J. Smola and
Amr Ahmed},
title = {Hokusai - Sketching Streams in Real Time},
journal = {CoRR},
volume = {abs/1210.4891},
year = {2012},
url = {http://arxiv.org/abs/1210.4891},
eprinttype = {arXiv},
eprint = {1210.4891},
timestamp = {Mon, 16 Oct 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1210-4891.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijcv/ShiCWS11,
author = {Qinfeng Shi and
Li Cheng and
Li Wang and
Alexander J. Smola},
title = {Human Action Segmentation and Recognition Using Discriminative Semi-Markov
Models},
journal = {Int. J. Comput. Vis.},
volume = {93},
number = {1},
pages = {22--32},
year = {2011},
url = {https://doi.org/10.1007/s11263-010-0384-0},
doi = {10.1007/S11263-010-0384-0},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/ijcv/ShiCWS11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ml/Ozogur-AkyuzUS11,
author = {S{\"{u}}reyya {\"{O}}z{\"{o}}g{\"{u}}r{-}Aky{\"{u}}z and
Devrim {\"{U}}nay and
Alexander J. Smola},
title = {Guest editorial: model selection and optimization in machine learning},
journal = {Mach. Learn.},
volume = {85},
number = {1-2},
pages = {1--2},
year = {2011},
url = {https://doi.org/10.1007/s10994-011-5261-8},
doi = {10.1007/S10994-011-5261-8},
timestamp = {Mon, 02 Mar 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/ml/Ozogur-AkyuzUS11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/kdd/AhmedLAJS11,
author = {Amr Ahmed and
Yucheng Low and
Mohamed Aly and
Vanja Josifovski and
Alexander J. Smola},
editor = {Chid Apt{\'{e}} and
Joydeep Ghosh and
Padhraic Smyth},
title = {Scalable distributed inference of dynamic user interests for behavioral
targeting},
booktitle = {Proceedings of the 17th {ACM} {SIGKDD} International Conference on
Knowledge Discovery and Data Mining, San Diego, CA, USA, August 21-24,
2011},
pages = {114--122},
publisher = {{ACM}},
year = {2011},
url = {https://doi.org/10.1145/2020408.2020433},
doi = {10.1145/2020408.2020433},
timestamp = {Mon, 16 Oct 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/kdd/AhmedLAJS11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/kdd/LowAS11,
author = {Yucheng Low and
Deepak Agarwal and
Alexander J. Smola},
editor = {Chid Apt{\'{e}} and
Joydeep Ghosh and
Padhraic Smyth},
title = {Multiple domain user personalization},
booktitle = {Proceedings of the 17th {ACM} {SIGKDD} International Conference on
Knowledge Discovery and Data Mining, San Diego, CA, USA, August 21-24,
2011},
pages = {123--131},
publisher = {{ACM}},
year = {2011},
url = {https://doi.org/10.1145/2020408.2020434},
doi = {10.1145/2020408.2020434},
timestamp = {Tue, 06 Nov 2018 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/kdd/LowAS11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sigir/YangLSZZ11,
author = {Shuang{-}Hong Yang and
Bo Long and
Alexander J. Smola and
Hongyuan Zha and
Zhaohui Zheng},
editor = {Wei{-}Ying Ma and
Jian{-}Yun Nie and
Ricardo Baeza{-}Yates and
Tat{-}Seng Chua and
W. Bruce Croft},
title = {Collaborative competitive filtering: learning recommender using context
of user choice},
booktitle = {Proceeding of the 34th International {ACM} {SIGIR} Conference on Research
and Development in Information Retrieval, {SIGIR} 2011, Beijing, China,
July 25-29, 2011},
pages = {295--304},
publisher = {{ACM}},
year = {2011},
url = {https://doi.org/10.1145/2009916.2009959},
doi = {10.1145/2009916.2009959},
timestamp = {Sun, 22 Sep 2019 18:15:38 +0200},
biburl = {https://dblp.org/rec/conf/sigir/YangLSZZ11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/wsdm/BroderGJMS11,
author = {Andrei Z. Broder and
Evgeniy Gabrilovich and
Vanja Josifovski and
George Mavromatis and
Alexander J. Smola},
editor = {Irwin King and
Wolfgang Nejdl and
Hang Li},
title = {Bid generation for advanced match in sponsored search},
booktitle = {Proceedings of the Forth International Conference on Web Search and
Web Data Mining, {WSDM} 2011, Hong Kong, China, February 9-12, 2011},
pages = {515--524},
publisher = {{ACM}},
year = {2011},
url = {https://doi.org/10.1145/1935826.1935901},
doi = {10.1145/1935826.1935901},
timestamp = {Sat, 09 Apr 2022 12:34:55 +0200},
biburl = {https://dblp.org/rec/conf/wsdm/BroderGJMS11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/wsdm/VadrevuTRPDSCZ11,
author = {Srinivas Vadrevu and
Choon Hui Teo and
Suju Rajan and
Kunal Punera and
Byron Dom and
Alexander J. Smola and
Yi Chang and
Zhaohui Zheng},
editor = {Irwin King and
Wolfgang Nejdl and
Hang Li},
title = {Scalable clustering of news search results},
booktitle = {Proceedings of the Forth International Conference on Web Search and
Web Data Mining, {WSDM} 2011, Hong Kong, China, February 9-12, 2011},
pages = {675--684},
publisher = {{ACM}},
year = {2011},
url = {https://doi.org/10.1145/1935826.1935918},
doi = {10.1145/1935826.1935918},
timestamp = {Sun, 02 Oct 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/wsdm/VadrevuTRPDSCZ11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/www/AhmedHEXST11,
author = {Amr Ahmed and
Qirong Ho and
Jacob Eisenstein and
Eric P. Xing and
Alexander J. Smola and
Choon Hui Teo},
editor = {Sadagopan Srinivasan and
Krithi Ramamritham and
Arun Kumar and
M. P. Ravindra and
Elisa Bertino and
Ravi Kumar},
title = {Unified analysis of streaming news},
booktitle = {Proceedings of the 20th International Conference on World Wide Web,
{WWW} 2011, Hyderabad, India, March 28 - April 1, 2011},
pages = {267--276},
publisher = {{ACM}},
year = {2011},
url = {https://doi.org/10.1145/1963405.1963445},
doi = {10.1145/1963405.1963445},
timestamp = {Mon, 16 Oct 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/www/AhmedHEXST11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/www/AhmedS11,
author = {Amr Ahmed and
Alexander J. Smola},
editor = {Sadagopan Srinivasan and
Krithi Ramamritham and
Arun Kumar and
M. P. Ravindra and
Elisa Bertino and
Ravi Kumar},
title = {{WWW} 2011 invited tutorial overview: latent variable models on the
internet},
booktitle = {Proceedings of the 20th International Conference on World Wide Web,
{WWW} 2011, Hyderabad, India, March 28 - April 1, 2011 (Companion
Volume)},
pages = {281--282},
publisher = {{ACM}},
year = {2011},
url = {https://doi.org/10.1145/1963192.1963311},
doi = {10.1145/1963192.1963311},
timestamp = {Mon, 16 Oct 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/www/AhmedS11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/www/YangLSSZZ11,
author = {Shuang{-}Hong Yang and
Bo Long and
Alexander J. Smola and
Narayanan Sadagopan and
Zhaohui Zheng and
Hongyuan Zha},
editor = {Sadagopan Srinivasan and
Krithi Ramamritham and
Arun Kumar and
M. P. Ravindra and
Elisa Bertino and
Ravi Kumar},
title = {Like like alike: joint friendship and interest propagation in social
networks},
booktitle = {Proceedings of the 20th International Conference on World Wide Web,
{WWW} 2011, Hyderabad, India, March 28 - April 1, 2011},
pages = {537--546},
publisher = {{ACM}},
year = {2011},
url = {https://doi.org/10.1145/1963405.1963481},
doi = {10.1145/1963405.1963481},
timestamp = {Tue, 06 Nov 2018 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/www/YangLSSZZ11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:journals/jmlr/AgarwalLS11,
author = {Deepak Agarwal and
Lihong Li and
Alexander J. Smola},
editor = {Geoffrey J. Gordon and
David B. Dunson and
Miroslav Dud{\'{\i}}k},
title = {Linear-Time Estimators for Propensity Scores},
booktitle = {Proceedings of the Fourteenth International Conference on Artificial
Intelligence and Statistics, {AISTATS} 2011, Fort Lauderdale, USA,
April 11-13, 2011},
series = {{JMLR} Proceedings},
volume = {15},
pages = {93--100},
publisher = {JMLR.org},
year = {2011},
url = {http://proceedings.mlr.press/v15/agarwal11c/agarwal11c.pdf},
timestamp = {Wed, 29 May 2019 08:41:44 +0200},
biburl = {https://dblp.org/rec/journals/jmlr/AgarwalLS11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:journals/jmlr/AhmedHTESX11,
author = {Amr Ahmed and
Qirong Ho and
Choon Hui Teo and
Jacob Eisenstein and
Alexander J. Smola and
Eric P. Xing},
editor = {Geoffrey J. Gordon and
David B. Dunson and
Miroslav Dud{\'{\i}}k},
title = {Online Inference for the Infinite Topic-Cluster Model: Storylines
from Streaming Text},
booktitle = {Proceedings of the Fourteenth International Conference on Artificial
Intelligence and Statistics, {AISTATS} 2011, Fort Lauderdale, USA,
April 11-13, 2011},
series = {{JMLR} Proceedings},
volume = {15},
pages = {101--109},
publisher = {JMLR.org},
year = {2011},
url = {http://proceedings.mlr.press/v15/ahmed11a/ahmed11a.pdf},
timestamp = {Mon, 16 Oct 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/jmlr/AhmedHTESX11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1103-4204,
author = {Daniel J. Hsu and
Nikos Karampatziakis and
John Langford and
Alexander J. Smola},
title = {Parallel Online Learning},
journal = {CoRR},
volume = {abs/1103.4204},
year = {2011},
url = {http://arxiv.org/abs/1103.4204},
eprinttype = {arXiv},
eprint = {1103.4204},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1103-4204.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/TeoVSL10,
author = {Choon Hui Teo and
S. V. N. Vishwanathan and
Alexander J. Smola and
Quoc V. Le},
title = {Bundle Methods for Regularized Risk Minimization},
journal = {J. Mach. Learn. Res.},
volume = {11},
pages = {311--365},
year = {2010},
url = {https://dl.acm.org/doi/10.5555/1756006.1756016},
doi = {10.5555/1756006.1756016},
timestamp = {Thu, 02 Jun 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/jmlr/TeoVSL10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/pami/QuadriantoSST10,
author = {Novi Quadrianto and
Alexander J. Smola and
Le Song and
Tinne Tuytelaars},
title = {Kernelized Sorting},
journal = {{IEEE} Trans. Pattern Anal. Mach. Intell.},
volume = {32},
number = {10},
pages = {1809--1821},
year = {2010},
url = {https://doi.org/10.1109/TPAMI.2009.184},
doi = {10.1109/TPAMI.2009.184},
timestamp = {Sun, 02 Oct 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/pami/QuadriantoSST10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/percom/ThomasSDYKRSGS10,
author = {Owen Thomas and
Peter Sunehag and
Gideon Dror and
Sungrack Yun and
Sungwoong Kim and
Matthew W. Robards and
Alexander J. Smola and
Daniel Green and
Philo Saunders},
title = {Wearable sensor activity analysis using semi-Markov models with a
grammar},
journal = {Pervasive Mob. Comput.},
volume = {6},
number = {3},
pages = {342--350},
year = {2010},
url = {https://doi.org/10.1016/j.pmcj.2010.01.002},
doi = {10.1016/J.PMCJ.2010.01.002},
timestamp = {Sat, 22 Feb 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/percom/ThomasSDYKRSGS10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/pvldb/SmolaN10,
author = {Alexander J. Smola and
Shravan M. Narayanamurthy},
title = {An Architecture for Parallel Topic Models},
journal = {Proc. {VLDB} Endow.},
volume = {3},
number = {1},
pages = {703--710},
year = {2010},
url = {http://www.vldb.org/pvldb/vldb2010/pvldb\_vol3/R63.pdf},
doi = {10.14778/1920841.1920931},
timestamp = {Sat, 25 Apr 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/pvldb/SmolaN10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/sadm/ThomaCGHKSSYYB10,
author = {Marisa Thoma and
Hong Cheng and
Arthur Gretton and
Jiawei Han and
Hans{-}Peter Kriegel and
Alexander J. Smola and
Le Song and
Philip S. Yu and
Xifeng Yan and
Karsten M. Borgwardt},
title = {Discriminative frequent subgraph mining with optimality guarantees},
journal = {Stat. Anal. Data Min.},
volume = {3},
number = {5},
pages = {302--318},
year = {2010},
url = {https://doi.org/10.1002/sam.10084},
doi = {10.1002/SAM.10084},
timestamp = {Thu, 01 Oct 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/sadm/ThomaCGHKSSYYB10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icdm/QuadriantoSS10,
author = {Novi Quadrianto and
Dale Schuurmans and
Alexander J. Smola},
editor = {Wei Fan and
Wynne Hsu and
Geoffrey I. Webb and
Bing Liu and
Chengqi Zhang and
Dimitrios Gunopulos and
Xindong Wu},
title = {Distributed Flow Algorithms for Scalable Similarity Visualization},
booktitle = {{ICDMW} 2010, The 10th {IEEE} International Conference on Data Mining
Workshops, Sydney, Australia, 13 December 2010},
pages = {1220--1227},
publisher = {{IEEE} Computer Society},
year = {2010},
url = {https://doi.org/10.1109/ICDMW.2010.120},
doi = {10.1109/ICDMW.2010.120},
timestamp = {Fri, 24 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icdm/QuadriantoSS10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/SongSGS10,
author = {Le Song and
Byron Boots and
Sajid M. Siddiqi and
Geoffrey J. Gordon and
Alexander J. Smola},
editor = {Johannes F{\"{u}}rnkranz and
Thorsten Joachims},
title = {Hilbert Space Embeddings of Hidden Markov Models},
booktitle = {Proceedings of the 27th International Conference on Machine Learning
(ICML-10), June 21-24, 2010, Haifa, Israel},
pages = {991--998},
publisher = {Omnipress},
year = {2010},
url = {https://icml.cc/Conferences/2010/papers/495.pdf},
timestamp = {Wed, 03 Apr 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icml/SongSGS10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/LeungQST10,
author = {Gilbert Leung and
Novi Quadrianto and
Alexander J. Smola and
Kostas Tsioutsiouliklis},
editor = {John D. Lafferty and
Christopher K. I. Williams and
John Shawe{-}Taylor and
Richard S. Zemel and
Aron Culotta},
title = {Optimal Web-Scale Tiering as a Flow Problem},
booktitle = {Advances in Neural Information Processing Systems 23: 24th Annual
Conference on Neural Information Processing Systems 2010. Proceedings
of a meeting held 6-9 December 2010, Vancouver, British Columbia,
Canada},
pages = {1333--1341},
publisher = {Curran Associates, Inc.},
year = {2010},
url = {https://proceedings.neurips.cc/paper/2010/hash/4c27cea8526af8cfee3be5e183ac9605-Abstract.html},
timestamp = {Mon, 16 May 2022 15:41:51 +0200},
biburl = {https://dblp.org/rec/conf/nips/LeungQST10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/PettersonSCBN10,
author = {James Petterson and
Alexander J. Smola and
Tib{\'{e}}rio S. Caetano and
Wray L. Buntine and
Shravan M. Narayanamurthy},
editor = {John D. Lafferty and
Christopher K. I. Williams and
John Shawe{-}Taylor and
Richard S. Zemel and
Aron Culotta},
title = {Word Features for Latent Dirichlet Allocation},
booktitle = {Advances in Neural Information Processing Systems 23: 24th Annual
Conference on Neural Information Processing Systems 2010. Proceedings
of a meeting held 6-9 December 2010, Vancouver, British Columbia,
Canada},
pages = {1921--1929},
publisher = {Curran Associates, Inc.},
year = {2010},
url = {https://proceedings.neurips.cc/paper/2010/hash/db85e2590b6109813dafa101ceb2faeb-Abstract.html},
timestamp = {Thu, 21 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/PettersonSCBN10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/QuadriantoSCVP10,
author = {Novi Quadrianto and
Alexander J. Smola and
Tib{\'{e}}rio S. Caetano and
S. V. N. Vishwanathan and
James Petterson},
editor = {John D. Lafferty and
Christopher K. I. Williams and
John Shawe{-}Taylor and
Richard S. Zemel and
Aron Culotta},
title = {Multitask Learning without Label Correspondences},
booktitle = {Advances in Neural Information Processing Systems 23: 24th Annual
Conference on Neural Information Processing Systems 2010. Proceedings
of a meeting held 6-9 December 2010, Vancouver, British Columbia,
Canada},
pages = {1957--1965},
publisher = {Curran Associates, Inc.},
year = {2010},
url = {https://proceedings.neurips.cc/paper/2010/hash/aff1621254f7c1be92f64550478c56e6-Abstract.html},
timestamp = {Thu, 21 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/QuadriantoSCVP10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/ZinkevichWSL10,
author = {Martin Zinkevich and
Markus Weimer and
Alexander J. Smola and
Lihong Li},
editor = {John D. Lafferty and
Christopher K. I. Williams and
John Shawe{-}Taylor and
Richard S. Zemel and
Aron Culotta},
title = {Parallelized Stochastic Gradient Descent},
booktitle = {Advances in Neural Information Processing Systems 23: 24th Annual
Conference on Neural Information Processing Systems 2010. Proceedings
of a meeting held 6-9 December 2010, Vancouver, British Columbia,
Canada},
pages = {2595--2603},
publisher = {Curran Associates, Inc.},
year = {2010},
url = {https://proceedings.neurips.cc/paper/2010/hash/abea47ba24142ed16b7d8fbf2c740e0d-Abstract.html},
timestamp = {Thu, 21 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/ZinkevichWSL10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/uai/ChenWS10,
author = {Yutian Chen and
Max Welling and
Alexander J. Smola},
editor = {Peter Gr{\"{u}}nwald and
Peter Spirtes},
title = {Super-Samples from Kernel Herding},
booktitle = {{UAI} 2010, Proceedings of the Twenty-Sixth Conference on Uncertainty
in Artificial Intelligence, Catalina Island, CA, USA, July 8-11, 2010},
pages = {109--116},
publisher = {{AUAI} Press},
year = {2010},
url = {https://dslpitt.org/uai/displayArticleDetails.jsp?mmnu=1\&\#38;smnu=2\&\#38;article\_id=2148\&\#38;proceeding\_id=26},
timestamp = {Wed, 03 Feb 2021 11:09:25 +0100},
biburl = {https://dblp.org/rec/conf/uai/ChenWS10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/wsdm/MoonSCZ10,
author = {Taesup Moon and
Alexander J. Smola and
Yi Chang and
Zhaohui Zheng},
editor = {Brian D. Davison and
Torsten Suel and
Nick Craswell and
Bing Liu},
title = {IntervalRank: isotonic regression with listwise and pairwise constraints},
booktitle = {Proceedings of the Third International Conference on Web Search and
Web Data Mining, {WSDM} 2010, New York, NY, USA, February 4-6, 2010},
pages = {151--160},
publisher = {{ACM}},
year = {2010},
url = {https://doi.org/10.1145/1718487.1718507},
doi = {10.1145/1718487.1718507},
timestamp = {Sun, 02 Oct 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/wsdm/MoonSCZ10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:journals/jmlr/KaratzoglouSW10,
author = {Alexandros Karatzoglou and
Alexander J. Smola and
Markus Weimer},
editor = {Yee Whye Teh and
D. Mike Titterington},
title = {Collaborative Filtering on a Budget},
booktitle = {Proceedings of the Thirteenth International Conference on Artificial
Intelligence and Statistics, {AISTATS} 2010, Chia Laguna Resort, Sardinia,
Italy, May 13-15, 2010},
series = {{JMLR} Proceedings},
volume = {9},
pages = {389--396},
publisher = {JMLR.org},
year = {2010},
url = {http://proceedings.mlr.press/v9/karatzoglou10a.html},
timestamp = {Wed, 29 May 2019 08:41:44 +0200},
biburl = {https://dblp.org/rec/journals/jmlr/KaratzoglouSW10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/QuadriantoSCL09,
author = {Novi Quadrianto and
Alexander J. Smola and
Tib{\'{e}}rio S. Caetano and
Quoc V. Le},
title = {Estimating Labels from Label Proportions},
journal = {J. Mach. Learn. Res.},
volume = {10},
pages = {2349--2374},
year = {2009},
url = {https://dl.acm.org/doi/10.5555/1577069.1755865},
doi = {10.5555/1577069.1755865},
timestamp = {Thu, 02 Jun 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/jmlr/QuadriantoSCL09.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/ShiPDLSV09,
author = {Qinfeng Shi and
James Petterson and
Gideon Dror and
John Langford and
Alexander J. Smola and
S. V. N. Vishwanathan},
title = {Hash Kernels for Structured Data},
journal = {J. Mach. Learn. Res.},
volume = {10},
pages = {2615--2637},
year = {2009},
url = {https://dl.acm.org/doi/10.5555/1577069.1755873},
doi = {10.5555/1577069.1755873},
timestamp = {Thu, 02 Jun 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/jmlr/ShiPDLSV09.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/pami/CaetanoMCLS09,
author = {Tib{\'{e}}rio S. Caetano and
Julian J. McAuley and
Li Cheng and
Quoc V. Le and
Alexander J. Smola},
title = {Learning Graph Matching},
journal = {{IEEE} Trans. Pattern Anal. Mach. Intell.},
volume = {31},
number = {6},
pages = {1048--1058},
year = {2009},
url = {https://doi.org/10.1109/TPAMI.2009.28},
doi = {10.1109/TPAMI.2009.28},
timestamp = {Mon, 07 Sep 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/pami/CaetanoMCLS09.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/SongHSF09,
author = {Le Song and
Jonathan Huang and
Alexander J. Smola and
Kenji Fukumizu},
editor = {Andrea Pohoreckyj Danyluk and
L{\'{e}}on Bottou and
Michael L. Littman},
title = {Hilbert space embeddings of conditional distributions with applications
to dynamical systems},
booktitle = {Proceedings of the 26th Annual International Conference on Machine
Learning, {ICML} 2009, Montreal, Quebec, Canada, June 14-18, 2009},
series = {{ACM} International Conference Proceeding Series},
volume = {382},
pages = {961--968},
publisher = {{ACM}},
year = {2009},
url = {https://doi.org/10.1145/1553374.1553497},
doi = {10.1145/1553374.1553497},
timestamp = {Tue, 06 Nov 2018 16:58:29 +0100},
biburl = {https://dblp.org/rec/conf/icml/SongHSF09.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/WeinbergerDLSA09,
author = {Kilian Q. Weinberger and
Anirban Dasgupta and
John Langford and
Alexander J. Smola and
Josh Attenberg},
editor = {Andrea Pohoreckyj Danyluk and
L{\'{e}}on Bottou and
Michael L. Littman},
title = {Feature hashing for large scale multitask learning},
booktitle = {Proceedings of the 26th Annual International Conference on Machine
Learning, {ICML} 2009, Montreal, Quebec, Canada, June 14-18, 2009},
series = {{ACM} International Conference Proceeding Series},
volume = {382},
pages = {1113--1120},
publisher = {{ACM}},
year = {2009},
url = {https://doi.org/10.1145/1553374.1553516},
doi = {10.1145/1553374.1553516},
timestamp = {Tue, 06 Nov 2018 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icml/WeinbergerDLSA09.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/QuadriantoPS09,
author = {Novi Quadrianto and
James Petterson and
Alexander J. Smola},
editor = {Yoshua Bengio and
Dale Schuurmans and
John D. Lafferty and
Christopher K. I. Williams and
Aron Culotta},
title = {Distribution Matching for Transduction},
booktitle = {Advances in Neural Information Processing Systems 22: 23rd Annual
Conference on Neural Information Processing Systems 2009. Proceedings
of a meeting held 7-10 December 2009, Vancouver, British Columbia,
Canada},
pages = {1500--1508},
publisher = {Curran Associates, Inc.},
year = {2009},
url = {https://proceedings.neurips.cc/paper/2009/hash/2bb232c0b13c774965ef8558f0fbd615-Abstract.html},
timestamp = {Mon, 16 May 2022 15:41:51 +0200},
biburl = {https://dblp.org/rec/conf/nips/QuadriantoPS09.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/ZinkevichSL09,
author = {Martin Zinkevich and
Alexander J. Smola and
John Langford},
editor = {Yoshua Bengio and
Dale Schuurmans and
John D. Lafferty and
Christopher K. I. Williams and
Aron Culotta},
title = {Slow Learners are Fast},
booktitle = {Advances in Neural Information Processing Systems 22: 23rd Annual
Conference on Neural Information Processing Systems 2009. Proceedings
of a meeting held 7-10 December 2009, Vancouver, British Columbia,
Canada},
pages = {2331--2339},
publisher = {Curran Associates, Inc.},
year = {2009},
url = {https://proceedings.neurips.cc/paper/2009/hash/b55ec28c52d5f6205684a473a2193564-Abstract.html},
timestamp = {Thu, 21 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/ZinkevichSL09.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sdm/ThomaCGHKSSYYB09,
author = {Marisa Thoma and
Hong Cheng and
Arthur Gretton and
Jiawei Han and
Hans{-}Peter Kriegel and
Alexander J. Smola and
Le Song and
Philip S. Yu and
Xifeng Yan and
Karsten M. Borgwardt},
title = {Near-optimal Supervised Feature Selection among Frequent Subgraphs},
booktitle = {Proceedings of the {SIAM} International Conference on Data Mining,
{SDM} 2009, April 30 - May 2, 2009, Sparks, Nevada, {USA}},
pages = {1076--1087},
publisher = {{SIAM}},
year = {2009},
url = {https://doi.org/10.1137/1.9781611972795.92},
doi = {10.1137/1.9781611972795.92},
timestamp = {Wed, 30 Sep 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/sdm/ThomaCGHKSSYYB09.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:journals/jmlr/ShiPDLSSV09,
author = {Qinfeng Shi and
James Petterson and
Gideon Dror and
John Langford and
Alexander J. Smola and
Alexander L. Strehl and
Vishy Vishwanathan},
editor = {David A. Van Dyk and
Max Welling},
title = {Hash Kernels},
booktitle = {Proceedings of the Twelfth International Conference on Artificial
Intelligence and Statistics, {AISTATS} 2009, Clearwater Beach, Florida,
USA, April 16-18, 2009},
series = {{JMLR} Proceedings},
volume = {5},
pages = {496--503},
publisher = {JMLR.org},
year = {2009},
url = {http://proceedings.mlr.press/v5/shi09a.html},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/jmlr/ShiPDLSSV09.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:journals/jmlr/JSmolaST09,
author = {Alexander J. Smola and
Le Song and
Choon Hui Teo},
editor = {David A. Van Dyk and
Max Welling},
title = {Relative Novelty Detection},
booktitle = {Proceedings of the Twelfth International Conference on Artificial
Intelligence and Statistics, {AISTATS} 2009, Clearwater Beach, Florida,
USA, April 16-18, 2009},
series = {{JMLR} Proceedings},
volume = {5},
pages = {536--543},
publisher = {JMLR.org},
year = {2009},
url = {http://proceedings.mlr.press/v5/smola09a.html},
timestamp = {Wed, 29 May 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/jmlr/JSmolaST09.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-0902-2206,
author = {Kilian Q. Weinberger and
Anirban Dasgupta and
Josh Attenberg and
John Langford and
Alexander J. Smola},
title = {Feature Hashing for Large Scale Multitask Learning},
journal = {CoRR},
volume = {abs/0902.2206},
year = {2009},
url = {http://arxiv.org/abs/0902.2206},
eprinttype = {arXiv},
eprint = {0902.2206},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-0902-2206.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ml/WeimerKS08,
author = {Markus Weimer and
Alexandros Karatzoglou and
Alexander J. Smola},
title = {Improving maximum margin matrix factorization},
journal = {Mach. Learn.},
volume = {72},
number = {3},
pages = {263--276},
year = {2008},
url = {https://doi.org/10.1007/s10994-008-5073-7},
doi = {10.1007/S10994-008-5073-7},
timestamp = {Mon, 02 Mar 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/ml/WeimerKS08.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cvpr/ShiWCS08,
author = {Qinfeng Shi and
Li Wang and
Li Cheng and
Alexander J. Smola},
title = {Discriminative human action segmentation and recognition using semi-Markov
model},
booktitle = {2008 {IEEE} Computer Society Conference on Computer Vision and Pattern
Recognition {(CVPR} 2008), 24-26 June 2008, Anchorage, Alaska, {USA}},
publisher = {{IEEE} Computer Society},
year = {2008},
url = {https://doi.org/10.1109/CVPR.2008.4587557},
doi = {10.1109/CVPR.2008.4587557},
timestamp = {Fri, 24 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/cvpr/ShiWCS08.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iccS/ZeinMRS08,
author = {Ahmed H. El Zein and
Eric McCreath and
Alistair P. Rendell and
Alexander J. Smola},
editor = {Marian Bubak and
G. Dick van Albada and
Jack J. Dongarra and
Peter M. A. Sloot},
title = {Performance Evaluation of the {NVIDIA} GeForce 8800 {GTX} {GPU} for
Machine Learning},
booktitle = {Computational Science - {ICCS} 2008, 8th International Conference,
Krak{\'{o}}w, Poland, June 23-25, 2008, Proceedings, Part {I}},
series = {Lecture Notes in Computer Science},
volume = {5101},
pages = {466--475},
publisher = {Springer},
year = {2008},
url = {https://doi.org/10.1007/978-3-540-69384-0\_52},
doi = {10.1007/978-3-540-69384-0\_52},
timestamp = {Tue, 14 May 2019 10:00:48 +0200},
biburl = {https://dblp.org/rec/conf/iccS/ZeinMRS08.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/QuadriantoSCL08,
author = {Novi Quadrianto and
Alexander J. Smola and
Tib{\'{e}}rio S. Caetano and
Quoc V. Le},
editor = {William W. Cohen and
Andrew McCallum and
Sam T. Roweis},
title = {Estimating labels from label proportions},
booktitle = {Machine Learning, Proceedings of the Twenty-Fifth International Conference
{(ICML} 2008), Helsinki, Finland, June 5-9, 2008},
series = {{ACM} International Conference Proceeding Series},
volume = {307},
pages = {776--783},
publisher = {{ACM}},
year = {2008},
url = {https://doi.org/10.1145/1390156.1390254},
doi = {10.1145/1390156.1390254},
timestamp = {Sun, 02 Oct 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icml/QuadriantoSCL08.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/SongZSGS08,
author = {Le Song and
Xinhua Zhang and
Alexander J. Smola and
Arthur Gretton and
Bernhard Sch{\"{o}}lkopf},
editor = {William W. Cohen and
Andrew McCallum and
Sam T. Roweis},
title = {Tailoring density estimation via reproducing kernel moment matching},
booktitle = {Machine Learning, Proceedings of the Twenty-Fifth International Conference
{(ICML} 2008), Helsinki, Finland, June 5-9, 2008},
series = {{ACM} International Conference Proceeding Series},
volume = {307},
pages = {992--999},
publisher = {{ACM}},
year = {2008},
url = {https://doi.org/10.1145/1390156.1390281},
doi = {10.1145/1390156.1390281},
timestamp = {Sat, 05 Sep 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icml/SongZSGS08.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/ChapelleDLST08,
author = {Olivier Chapelle and
Chuong B. Do and
Quoc V. Le and
Alexander J. Smola and
Choon Hui Teo},
editor = {Daphne Koller and
Dale Schuurmans and
Yoshua Bengio and
L{\'{e}}on Bottou},
title = {Tighter Bounds for Structured Estimation},
booktitle = {Advances in Neural Information Processing Systems 21, Proceedings
of the Twenty-Second Annual Conference on Neural Information Processing
Systems, Vancouver, British Columbia, Canada, December 8-11, 2008},
pages = {281--288},
publisher = {Curran Associates, Inc.},
year = {2008},
url = {https://proceedings.neurips.cc/paper/2008/hash/6bc24fc1ab650b25b4114e93a98f1eba-Abstract.html},
timestamp = {Mon, 16 May 2022 15:41:51 +0200},
biburl = {https://dblp.org/rec/conf/nips/ChapelleDLST08.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/McAuleyCS08,
author = {Julian J. McAuley and
Tib{\'{e}}rio S. Caetano and
Alexander J. Smola},
editor = {Daphne Koller and
Dale Schuurmans and
Yoshua Bengio and
L{\'{e}}on Bottou},
title = {Robust Near-Isometric Matching via Structured Learning of Graphical
Models},
booktitle = {Advances in Neural Information Processing Systems 21, Proceedings
of the Twenty-Second Annual Conference on Neural Information Processing
Systems, Vancouver, British Columbia, Canada, December 8-11, 2008},
pages = {1057--1064},
publisher = {Curran Associates, Inc.},
year = {2008},
url = {https://proceedings.neurips.cc/paper/2008/hash/66f041e16a60928b05a7e228a89c3799-Abstract.html},
timestamp = {Thu, 21 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/McAuleyCS08.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/QuadriantoSS08,
author = {Novi Quadrianto and
Le Song and
Alexander J. Smola},
editor = {Daphne Koller and
Dale Schuurmans and
Yoshua Bengio and
L{\'{e}}on Bottou},
title = {Kernelized Sorting},
booktitle = {Advances in Neural Information Processing Systems 21, Proceedings
of the Twenty-Second Annual Conference on Neural Information Processing
Systems, Vancouver, British Columbia, Canada, December 8-11, 2008},
pages = {1289--1296},
publisher = {Curran Associates, Inc.},
year = {2008},
url = {https://proceedings.neurips.cc/paper/2008/hash/94c7bb58efc3b337800875b5d382a072-Abstract.html},
timestamp = {Thu, 21 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/QuadriantoSS08.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/ZhangSGS08,
author = {Xinhua Zhang and
Le Song and
Arthur Gretton and
Alexander J. Smola},
editor = {Daphne Koller and
Dale Schuurmans and
Yoshua Bengio and
L{\'{e}}on Bottou},
title = {Kernel Measures of Independence for non-iid Data},
booktitle = {Advances in Neural Information Processing Systems 21, Proceedings
of the Twenty-Second Annual Conference on Neural Information Processing
Systems, Vancouver, British Columbia, Canada, December 8-11, 2008},
pages = {1937--1944},
publisher = {Curran Associates, Inc.},
year = {2008},
url = {https://proceedings.neurips.cc/paper/2008/hash/addfa9b7e234254d26e9c7f2af1005cb-Abstract.html},
timestamp = {Thu, 21 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/ZhangSGS08.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pkdd/WeimerKS08,
author = {Markus Weimer and
Alexandros Karatzoglou and
Alexander J. Smola},
editor = {Walter Daelemans and
Bart Goethals and
Katharina Morik},
title = {Improving Maximum Margin Matrix Factorization},
booktitle = {Machine Learning and Knowledge Discovery in Databases, European Conference,
{ECML/PKDD} 2008, Antwerp, Belgium, September 15-19, 2008, Proceedings,
Part {I}},
series = {Lecture Notes in Computer Science},
volume = {5211},
pages = {14},
publisher = {Springer},
year = {2008},
url = {https://doi.org/10.1007/978-3-540-87479-9\_12},
doi = {10.1007/978-3-540-87479-9\_12},
timestamp = {Mon, 28 Aug 2023 21:17:29 +0200},
biburl = {https://dblp.org/rec/conf/pkdd/WeimerKS08.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/recsys/WeimerKS08,
author = {Markus Weimer and
Alexandros Karatzoglou and
Alexander J. Smola},
editor = {Pearl Pu and
Derek G. Bridge and
Bamshad Mobasher and
Francesco Ricci},
title = {Adaptive collaborative filtering},
booktitle = {Proceedings of the 2008 {ACM} Conference on Recommender Systems, RecSys
2008, Lausanne, Switzerland, October 23-25, 2008},
pages = {275--282},
publisher = {{ACM}},
year = {2008},
url = {https://doi.org/10.1145/1454008.1454050},
doi = {10.1145/1454008.1454050},
timestamp = {Tue, 06 Nov 2018 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/recsys/WeimerKS08.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-0805-2368,
author = {Arthur Gretton and
Karsten M. Borgwardt and
Malte J. Rasch and
Bernhard Sch{\"{o}}lkopf and
Alexander J. Smola},
title = {A Kernel Method for the Two-Sample Problem},
journal = {CoRR},
volume = {abs/0805.2368},
year = {2008},
url = {http://arxiv.org/abs/0805.2368},
eprinttype = {arXiv},
eprint = {0805.2368},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-0805-2368.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-0806-2890,
author = {Tib{\'{e}}rio S. Caetano and
Julian J. McAuley and
Li Cheng and
Quoc V. Le and
Alexander J. Smola},
title = {Learning Graph Matching},
journal = {CoRR},
volume = {abs/0806.2890},
year = {2008},
url = {http://arxiv.org/abs/0806.2890},
eprinttype = {arXiv},
eprint = {0806.2890},
timestamp = {Mon, 07 Sep 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-0806-2890.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-0809-3618,
author = {Julian J. McAuley and
Tib{\'{e}}rio S. Caetano and
Alexander J. Smola},
title = {Robust Near-Isometric Matching via Structured Learning of Graphical
Models},
journal = {CoRR},
volume = {abs/0809.3618},
year = {2008},
url = {http://arxiv.org/abs/0809.3618},
eprinttype = {arXiv},
eprint = {0809.3618},
timestamp = {Mon, 22 Jul 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-0809-3618.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijcv/VishwanathanSV07,
author = {S. V. N. Vishwanathan and
Alexander J. Smola and
Ren{\'{e}} Vidal},
title = {Binet-Cauchy Kernels on Dynamical Systems and its Application to the
Analysis of Dynamic Scenes},
journal = {Int. J. Comput. Vis.},
volume = {73},
number = {1},
pages = {95--119},
year = {2007},
url = {https://doi.org/10.1007/s11263-006-9352-0},
doi = {10.1007/S11263-006-9352-0},
timestamp = {Fri, 13 Mar 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/ijcv/VishwanathanSV07.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/SonnenburgBOBBHLMPRRSSVWW07,
author = {S{\"{o}}ren Sonnenburg and
Mikio L. Braun and
Cheng Soon Ong and
Samy Bengio and
L{\'{e}}on Bottou and
Geoffrey Holmes and
Yann LeCun and
Klaus{-}Robert M{\"{u}}ller and
Fernando Pereira and
Carl Edward Rasmussen and
Gunnar R{\"{a}}tsch and
Bernhard Sch{\"{o}}lkopf and
Alexander J. Smola and
Pascal Vincent and
Jason Weston and
Robert C. Williamson},
title = {The Need for Open Source Software in Machine Learning},
journal = {J. Mach. Learn. Res.},
volume = {8},
pages = {2443--2466},
year = {2007},
url = {https://dl.acm.org/doi/10.5555/1314498.1314577},
doi = {10.5555/1314498.1314577},
timestamp = {Fri, 30 Dec 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/jmlr/SonnenburgBOBBHLMPRRSSVWW07.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaai/GrettonBRSS07,
author = {Arthur Gretton and
Karsten M. Borgwardt and
Malte J. Rasch and
Bernhard Sch{\"{o}}lkopf and
Alexander J. Smola},
title = {A Kernel Approach to Comparing Distributions},
booktitle = {Proceedings of the Twenty-Second {AAAI} Conference on Artificial Intelligence,
July 22-26, 2007, Vancouver, British Columbia, Canada},
pages = {1637--1641},
publisher = {{AAAI} Press},
year = {2007},
url = {http://www.aaai.org/Library/AAAI/2007/aaai07-262.php},
timestamp = {Tue, 05 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/aaai/GrettonBRSS07.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/alt/SmolaGSS07,
author = {Alexander J. Smola and
Arthur Gretton and
Le Song and
Bernhard Sch{\"{o}}lkopf},
editor = {Marcus Hutter and
Rocco A. Servedio and
Eiji Takimoto},
title = {A Hilbert Space Embedding for Distributions},
booktitle = {Algorithmic Learning Theory, 18th International Conference, {ALT}
2007, Sendai, Japan, October 1-4, 2007, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {4754},
pages = {13--31},
publisher = {Springer},
year = {2007},
url = {https://doi.org/10.1007/978-3-540-75225-7\_5},
doi = {10.1007/978-3-540-75225-7\_5},
timestamp = {Sat, 05 Sep 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/alt/SmolaGSS07.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/dis/SmolaGSS07,
author = {Alexander J. Smola and
Arthur Gretton and
Le Song and
Bernhard Sch{\"{o}}lkopf},
editor = {Vincent Corruble and
Masayuki Takeda and
Einoshin Suzuki},
title = {A Hilbert Space Embedding for Distributions},
booktitle = {Discovery Science, 10th International Conference, {DS} 2007, Sendai,
Japan, October 1-4, 2007, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {4755},
pages = {40--41},
publisher = {Springer},
year = {2007},
url = {https://doi.org/10.1007/978-3-540-75488-6\_5},
doi = {10.1007/978-3-540-75488-6\_5},
timestamp = {Sat, 05 Sep 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/dis/SmolaGSS07.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/emnlp/ShiASV07,
author = {Qinfeng Shi and
Yasemin Altun and
Alexander J. Smola and
S. V. N. Vishwanathan},
editor = {Jason Eisner},
title = {Semi-Markov Models for Sequence Segmentation},
booktitle = {EMNLP-CoNLL 2007, Proceedings of the 2007 Joint Conference on Empirical
Methods in Natural Language Processing and Computational Natural Language
Learning, June 28-30, 2007, Prague, Czech Republic},
pages = {640--648},
publisher = {{ACL}},
year = {2007},
url = {https://aclanthology.org/D07-1067/},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/emnlp/ShiASV07.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iccv/CaetanoCLS07,
author = {Tib{\'{e}}rio S. Caetano and
Li Cheng and
Quoc V. Le and
Alexander J. Smola},
title = {Learning Graph Matching},
booktitle = {{IEEE} 11th International Conference on Computer Vision, {ICCV} 2007,
Rio de Janeiro, Brazil, October 14-20, 2007},
pages = {1--8},
publisher = {{IEEE} Computer Society},
year = {2007},
url = {https://doi.org/10.1109/ICCV.2007.4408838},
doi = {10.1109/ICCV.2007.4408838},
timestamp = {Thu, 23 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/iccv/CaetanoCLS07.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/SongSGB07,
author = {Le Song and
Alexander J. Smola and
Arthur Gretton and
Karsten M. Borgwardt},
editor = {Zoubin Ghahramani},
title = {A dependence maximization view of clustering},
booktitle = {Machine Learning, Proceedings of the Twenty-Fourth International Conference
{(ICML} 2007), Corvallis, Oregon, USA, June 20-24, 2007},
series = {{ACM} International Conference Proceeding Series},
volume = {227},
pages = {815--822},
publisher = {{ACM}},
year = {2007},
url = {https://doi.org/10.1145/1273496.1273599},
doi = {10.1145/1273496.1273599},
timestamp = {Sat, 05 Sep 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icml/SongSGB07.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/SongSGBB07,
author = {Le Song and
Alexander J. Smola and
Arthur Gretton and
Karsten M. Borgwardt and
Justin Bedo},
editor = {Zoubin Ghahramani},
title = {Supervised feature selection via dependence estimation},
booktitle = {Machine Learning, Proceedings of the Twenty-Fourth International Conference
{(ICML} 2007), Corvallis, Oregon, USA, June 20-24, 2007},
series = {{ACM} International Conference Proceeding Series},
volume = {227},
pages = {823--830},
publisher = {{ACM}},
year = {2007},
url = {https://doi.org/10.1145/1273496.1273600},
doi = {10.1145/1273496.1273600},
timestamp = {Sat, 05 Sep 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icml/SongSGBB07.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ismb/SongBBGS07,
author = {Le Song and
Justin Bedo and
Karsten M. Borgwardt and
Arthur Gretton and
Alexander J. Smola},
title = {Gene selection via the {BAHSIC} family of algorithms},
booktitle = {Proceedings 15th International Conference on Intelligent Systems for
Molecular Biology {(ISMB)} {\&} 6th European Conference on Computational
Biology (ECCB), Vienna, Austria, July 21-25, 2007},
pages = {490--498},
year = {2007},
url = {https://doi.org/10.1093/bioinformatics/btm216},
doi = {10.1093/BIOINFORMATICS/BTM216},
timestamp = {Sat, 05 Sep 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/ismb/SongBBGS07.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/kdd/TeoSVL07,
author = {Choon Hui Teo and
Alexander J. Smola and
S. V. N. Vishwanathan and
Quoc V. Le},
editor = {Pavel Berkhin and
Rich Caruana and
Xindong Wu},
title = {A scalable modular convex solver for regularized risk minimization},
booktitle = {Proceedings of the 13th {ACM} {SIGKDD} International Conference on
Knowledge Discovery and Data Mining, San Jose, California, USA, August
12-15, 2007},
pages = {727--736},
publisher = {{ACM}},
year = {2007},
url = {https://doi.org/10.1145/1281192.1281270},
doi = {10.1145/1281192.1281270},
timestamp = {Fri, 10 Mar 2023 14:55:31 +0100},
biburl = {https://dblp.org/rec/conf/kdd/TeoSVL07.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/mlg/Smola07,
author = {Alexander J. Smola},
editor = {Paolo Frasconi and
Kristian Kersting and
Koji Tsuda},
title = {Learning Graph Matching},
booktitle = {Mining and Learning with Graphs, {MLG} 2007, Firence, Italy, August
1-3, 2007, Proceedings},
year = {2007},
url = {http://mlg07.dsi.unifi.it/invited.html\#smola},
timestamp = {Thu, 07 May 2015 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/mlg/Smola07.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/GrettonFTSSS07,
author = {Arthur Gretton and
Kenji Fukumizu and
Choon Hui Teo and
Le Song and
Bernhard Sch{\"{o}}lkopf and
Alexander J. Smola},
editor = {John C. Platt and
Daphne Koller and
Yoram Singer and
Sam T. Roweis},
title = {A Kernel Statistical Test of Independence},
booktitle = {Advances in Neural Information Processing Systems 20, Proceedings
of the Twenty-First Annual Conference on Neural Information Processing
Systems, Vancouver, British Columbia, Canada, December 3-6, 2007},
pages = {585--592},
publisher = {Curran Associates, Inc.},
year = {2007},
url = {https://proceedings.neurips.cc/paper/2007/hash/d5cfead94f5350c12c322b5b664544c1-Abstract.html},
timestamp = {Mon, 16 May 2022 15:41:51 +0200},
biburl = {https://dblp.org/rec/conf/nips/GrettonFTSSS07.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/SmolaVL07,
author = {Alexander J. Smola and
S. V. N. Vishwanathan and
Quoc V. Le},
editor = {John C. Platt and
Daphne Koller and
Yoram Singer and
Sam T. Roweis},
title = {Bundle Methods for Machine Learning},
booktitle = {Advances in Neural Information Processing Systems 20, Proceedings
of the Twenty-First Annual Conference on Neural Information Processing
Systems, Vancouver, British Columbia, Canada, December 3-6, 2007},
pages = {1377--1384},
publisher = {Curran Associates, Inc.},
year = {2007},
url = {https://proceedings.neurips.cc/paper/2007/hash/26337353b7962f533d78c762373b3318-Abstract.html},
timestamp = {Thu, 21 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/SmolaVL07.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/SongSBG07,
author = {Le Song and
Alexander J. Smola and
Karsten M. Borgwardt and
Arthur Gretton},
editor = {John C. Platt and
Daphne Koller and
Yoram Singer and
Sam T. Roweis},
title = {Colored Maximum Variance Unfolding},
booktitle = {Advances in Neural Information Processing Systems 20, Proceedings
of the Twenty-First Annual Conference on Neural Information Processing
Systems, Vancouver, British Columbia, Canada, December 3-6, 2007},
pages = {1385--1392},
publisher = {Curran Associates, Inc.},
year = {2007},
url = {https://proceedings.neurips.cc/paper/2007/hash/55a7cf9c71f1c9c495413f934dd1a158-Abstract.html},
timestamp = {Thu, 21 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/SongSBG07.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/TeoGRS07,
author = {Choon Hui Teo and
Amir Globerson and
Sam T. Roweis and
Alexander J. Smola},
editor = {John C. Platt and
Daphne Koller and
Yoram Singer and
Sam T. Roweis},
title = {Convex Learning with Invariances},
booktitle = {Advances in Neural Information Processing Systems 20, Proceedings
of the Twenty-First Annual Conference on Neural Information Processing
Systems, Vancouver, British Columbia, Canada, December 3-6, 2007},
pages = {1489--1496},
publisher = {Curran Associates, Inc.},
year = {2007},
url = {https://proceedings.neurips.cc/paper/2007/hash/20b5e1cf8694af7a3c1ba4a87f073021-Abstract.html},
timestamp = {Thu, 21 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/TeoGRS07.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/WeimerKLS07,
author = {Markus Weimer and
Alexandros Karatzoglou and
Quoc V. Le and
Alexander J. Smola},
editor = {John C. Platt and
Daphne Koller and
Yoram Singer and
Sam T. Roweis},
title = {{COFI} {RANK} - Maximum Margin Matrix Factorization for Collaborative
Ranking},
booktitle = {Advances in Neural Information Processing Systems 20, Proceedings
of the Twenty-First Annual Conference on Neural Information Processing
Systems, Vancouver, British Columbia, Canada, December 3-6, 2007},
pages = {1593--1600},
publisher = {Curran Associates, Inc.},
year = {2007},
url = {https://proceedings.neurips.cc/paper/2007/hash/f76a89f0cb91bc419542ce9fa43902dc-Abstract.html},
timestamp = {Thu, 21 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/WeimerKLS07.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-0704-2668,
author = {Le Song and
Alexander J. Smola and
Arthur Gretton and
Karsten M. Borgwardt and
Justin Bedo},
title = {Supervised Feature Selection via Dependence Estimation},
journal = {CoRR},
volume = {abs/0704.2668},
year = {2007},
url = {http://arxiv.org/abs/0704.2668},
eprinttype = {arXiv},
eprint = {0704.2668},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-0704-2668.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-0704-3359,
author = {Quoc V. Le and
Alexander J. Smola},
title = {Direct Optimization of Ranking Measures},
journal = {CoRR},
volume = {abs/0704.3359},
year = {2007},
url = {http://arxiv.org/abs/0704.3359},
eprinttype = {arXiv},
eprint = {0704.3359},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-0704-3359.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijon/CanuS06,
author = {St{\'{e}}phane Canu and
Alexander J. Smola},
title = {Kernel methods and the exponential family},
journal = {Neurocomputing},
volume = {69},
number = {7-9},
pages = {714--720},
year = {2006},
url = {https://doi.org/10.1016/j.neucom.2005.12.009},
doi = {10.1016/J.NEUCOM.2005.12.009},
timestamp = {Wed, 25 Sep 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ijon/CanuS06.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijon/VishwanathanBGS06,
author = {S. V. N. Vishwanathan and
Karsten M. Borgwardt and
Omri Guttman and
Alexander J. Smola},
title = {Kernel extrapolation},
journal = {Neurocomputing},
volume = {69},
number = {7-9},
pages = {721--729},
year = {2006},
url = {https://doi.org/10.1016/j.neucom.2005.12.113},
doi = {10.1016/J.NEUCOM.2005.12.113},
timestamp = {Sun, 02 Jun 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ijon/VishwanathanBGS06.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/VishwanathanSS06,
author = {S. V. N. Vishwanathan and
Nicol N. Schraudolph and
Alexander J. Smola},
title = {Step Size Adaptation in Reproducing Kernel Hilbert Space},
journal = {J. Mach. Learn. Res.},
volume = {7},
pages = {1107--1133},
year = {2006},
url = {http://jmlr.org/papers/v7/schraudolph06a.html},
timestamp = {Wed, 10 Jul 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/jmlr/VishwanathanSS06.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/TakeuchiLSS06,
author = {Ichiro Takeuchi and
Quoc V. Le and
Tim D. Sears and
Alexander J. Smola},
title = {Nonparametric Quantile Estimation},
journal = {J. Mach. Learn. Res.},
volume = {7},
pages = {1231--1264},
year = {2006},
url = {http://jmlr.org/papers/v7/takeuchi06a.html},
timestamp = {Wed, 10 Jul 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/jmlr/TakeuchiLSS06.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/ShivaswamyBS06,
author = {Pannagadatta K. Shivaswamy and
Chiranjib Bhattacharyya and
Alexander J. Smola},
title = {Second Order Cone Programming Approaches for Handling Missing and
Uncertain Data},
journal = {J. Mach. Learn. Res.},
volume = {7},
pages = {1283--1314},
year = {2006},
url = {http://jmlr.org/papers/v7/shivaswamy06a.html},
timestamp = {Wed, 10 Jul 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/jmlr/ShivaswamyBS06.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/AltunS06,
author = {Yasemin Altun and
Alexander J. Smola},
editor = {G{\'{a}}bor Lugosi and
Hans Ulrich Simon},
title = {Unifying Divergence Minimization and Statistical Inference Via Convex
Duality},
booktitle = {Learning Theory, 19th Annual Conference on Learning Theory, {COLT}
2006, Pittsburgh, PA, USA, June 22-25, 2006, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {4005},
pages = {139--153},
publisher = {Springer},
year = {2006},
url = {https://doi.org/10.1007/11776420\_13},
doi = {10.1007/11776420\_13},
timestamp = {Fri, 08 Sep 2023 21:18:17 +0200},
biburl = {https://dblp.org/rec/conf/colt/AltunS06.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ecml/LeSGA06,
author = {Quoc V. Le and
Alexander J. Smola and
Thomas G{\"{a}}rtner and
Yasemin Altun},
editor = {Johannes F{\"{u}}rnkranz and
Tobias Scheffer and
Myra Spiliopoulou},
title = {Transductive Gaussian Process Regression with Automatic Model Selection},
booktitle = {Machine Learning: {ECML} 2006, 17th European Conference on Machine
Learning, Berlin, Germany, September 18-22, 2006, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {4212},
pages = {306--317},
publisher = {Springer},
year = {2006},
url = {https://doi.org/10.1007/11871842\_31},
doi = {10.1007/11871842\_31},
timestamp = {Thu, 05 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/ecml/LeSGA06.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/LeSG06,
author = {Quoc V. Le and
Alexander J. Smola and
Thomas G{\"{a}}rtner},
editor = {William W. Cohen and
Andrew W. Moore},
title = {Simpler knowledge-based support vector machines},
booktitle = {Machine Learning, Proceedings of the Twenty-Third International Conference
{(ICML} 2006), Pittsburgh, Pennsylvania, USA, June 25-29, 2006},
series = {{ACM} International Conference Proceeding Series},
volume = {148},
pages = {521--528},
publisher = {{ACM}},
year = {2006},
url = {https://doi.org/10.1145/1143844.1143910},
doi = {10.1145/1143844.1143910},
timestamp = {Thu, 05 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icml/LeSG06.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/McAuleyCSF06,
author = {Julian J. McAuley and
Tib{\'{e}}rio S. Caetano and
Alexander J. Smola and
Matthias O. Franz},
editor = {William W. Cohen and
Andrew W. Moore},
title = {Learning high-order {MRF} priors of color images},
booktitle = {Machine Learning, Proceedings of the Twenty-Third International Conference
{(ICML} 2006), Pittsburgh, Pennsylvania, USA, June 25-29, 2006},
series = {{ACM} International Conference Proceeding Series},
volume = {148},
pages = {617--624},
publisher = {{ACM}},
year = {2006},
url = {https://doi.org/10.1145/1143844.1143922},
doi = {10.1145/1143844.1143922},
timestamp = {Mon, 22 Jul 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icml/McAuleyCSF06.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iconip/ShenHS06,
author = {Hao Shen and
Knut H{\"{u}}per and
Alexander J. Smola},
editor = {Irwin King and
Jun Wang and
Laiwan Chan and
DeLiang L. Wang},
title = {Newton-Like Methods for Nonparametric Independent Component Analysis},
booktitle = {Neural Information Processing, 13th International Conference, {ICONIP}
2006, Hong Kong, China, October 3-6, 2006, Proceedings, Part {I}},
series = {Lecture Notes in Computer Science},
volume = {4232},
pages = {1068--1077},
publisher = {Springer},
year = {2006},
url = {https://doi.org/10.1007/11893028\_119},
doi = {10.1007/11893028\_119},
timestamp = {Tue, 14 May 2019 10:00:42 +0200},
biburl = {https://dblp.org/rec/conf/iconip/ShenHS06.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ismb/BorgwardtGRKSS06,
author = {Karsten M. Borgwardt and
Arthur Gretton and
Malte J. Rasch and
Hans{-}Peter Kriegel and
Bernhard Sch{\"{o}}lkopf and
Alexander J. Smola},
title = {Integrating structured biological data by Kernel Maximum Mean Discrepancy},
booktitle = {Proceedings 14th International Conference on Intelligent Systems for
Molecular Biology 2006, Fortaleza, Brazil, August 6-10, 2006},
pages = {49--57},
year = {2006},
url = {https://doi.org/10.1093/bioinformatics/btl242},
doi = {10.1093/BIOINFORMATICS/BTL242},
timestamp = {Sat, 05 Sep 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/ismb/BorgwardtGRKSS06.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/GrettonBRSS06,
author = {Arthur Gretton and
Karsten M. Borgwardt and
Malte J. Rasch and
Bernhard Sch{\"{o}}lkopf and
Alexander J. Smola},
editor = {Bernhard Sch{\"{o}}lkopf and
John C. Platt and
Thomas Hofmann},
title = {A Kernel Method for the Two-Sample-Problem},
booktitle = {Advances in Neural Information Processing Systems 19, Proceedings
of the Twentieth Annual Conference on Neural Information Processing
Systems, Vancouver, British Columbia, Canada, December 4-7, 2006},
pages = {513--520},
publisher = {{MIT} Press},
year = {2006},
url = {https://proceedings.neurips.cc/paper/2006/hash/e9fb2eda3d9c55a0d89c98d6c54b5b3e-Abstract.html},
timestamp = {Mon, 16 May 2022 15:41:51 +0200},
biburl = {https://dblp.org/rec/conf/nips/GrettonBRSS06.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/HuangSGBS06,
author = {Jiayuan Huang and
Alexander J. Smola and
Arthur Gretton and
Karsten M. Borgwardt and
Bernhard Sch{\"{o}}lkopf},
editor = {Bernhard Sch{\"{o}}lkopf and
John C. Platt and
Thomas Hofmann},
title = {Correcting Sample Selection Bias by Unlabeled Data},
booktitle = {Advances in Neural Information Processing Systems 19, Proceedings
of the Twentieth Annual Conference on Neural Information Processing
Systems, Vancouver, British Columbia, Canada, December 4-7, 2006},
pages = {601--608},
publisher = {{MIT} Press},
year = {2006},
url = {https://proceedings.neurips.cc/paper/2006/hash/a2186aa7c086b46ad4e8bf81e2a3a19b-Abstract.html},
timestamp = {Thu, 21 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/HuangSGBS06.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/OngSW05,
author = {Cheng Soon Ong and
Alexander J. Smola and
Robert C. Williamson},
title = {Learning the Kernel with Hyperkernels},
journal = {J. Mach. Learn. Res.},
volume = {6},
pages = {1043--1071},
year = {2005},
url = {http://jmlr.org/papers/v6/ong05a.html},
timestamp = {Wed, 10 Jul 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/jmlr/OngSW05.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/GrettonHSBS05,
author = {Arthur Gretton and
Ralf Herbrich and
Alexander J. Smola and
Olivier Bousquet and
Bernhard Sch{\"{o}}lkopf},
title = {Kernel Methods for Measuring Independence},
journal = {J. Mach. Learn. Res.},
volume = {6},
pages = {2075--2129},
year = {2005},
url = {http://jmlr.org/papers/v6/gretton05a.html},
timestamp = {Wed, 10 Jul 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/jmlr/GrettonHSBS05.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/nn/ChalimourdaSS05,
author = {Athanassia Chalimourda and
Bernhard Sch{\"{o}}lkopf and
Alexander J. Smola},
title = {Experimentally optimal nu in support vector regression for different
noise models and parameter settings},
journal = {Neural Networks},
volume = {18},
number = {2},
pages = {205},
year = {2005},
url = {https://doi.org/10.1016/j.neunet.2004.11.001},
doi = {10.1016/J.NEUNET.2004.11.001},
timestamp = {Sat, 30 May 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/nn/ChalimourdaSS05.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ria/LoosliCVSC05,
author = {Ga{\"{e}}lle Loosli and
St{\'{e}}phane Canu and
S. V. N. Vishwanathan and
Alexander J. Smola and
M. Chattopadhyay},
title = {Bo{\^{\i}}te {\`{a}} outils {SVM} simple et rapide},
journal = {Rev. d'Intelligence Artif.},
volume = {19},
number = {4-5},
pages = {741--767},
year = {2005},
url = {https://doi.org/10.3166/ria.19.741-767},
doi = {10.3166/RIA.19.741-767},
timestamp = {Wed, 16 Mar 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/ria/LoosliCVSC05.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aistats/GrettonSBHBAMPS05,
author = {Arthur Gretton and
Alexander J. Smola and
Olivier Bousquet and
Ralf Herbrich and
Andrei Belitski and
Mark Augath and
Yusuke Murayama and
Jon Pauls and
Bernhard Sch{\"{o}}lkopf and
Nikos K. Logothetis},
editor = {Robert G. Cowell and
Zoubin Ghahramani},
title = {Kernel Constrained Covariance for Dependence Measurement},
booktitle = {Proceedings of the Tenth International Workshop on Artificial Intelligence
and Statistics, {AISTATS} 2005, Bridgetown, Barbados, January 6-8,
2005},
publisher = {Society for Artificial Intelligence and Statistics},
year = {2005},
url = {http://www.gatsby.ucl.ac.uk/aistats/fullpapers/228.pdf},
timestamp = {Wed, 06 May 2015 20:30:46 +0200},
biburl = {https://dblp.org/rec/conf/aistats/GrettonSBHBAMPS05.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aistats/SmolaVH05,
author = {Alexander J. Smola and
S. V. N. Vishwanathan and
Thomas Hofmann},
editor = {Robert G. Cowell and
Zoubin Ghahramani},
title = {Kernel Methods for Missing Variables},
booktitle = {Proceedings of the Tenth International Workshop on Artificial Intelligence
and Statistics, {AISTATS} 2005, Bridgetown, Barbados, January 6-8,
2005},
publisher = {Society for Artificial Intelligence and Statistics},
year = {2005},
url = {http://www.gatsby.ucl.ac.uk/aistats/fullpapers/234.pdf},
timestamp = {Thu, 07 May 2015 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/aistats/SmolaVH05.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/alt/GrettonBSS05,
author = {Arthur Gretton and
Olivier Bousquet and
Alexander J. Smola and
Bernhard Sch{\"{o}}lkopf},
editor = {Sanjay Jain and
Hans Ulrich Simon and
Etsuji Tomita},
title = {Measuring Statistical Dependence with Hilbert-Schmidt Norms},
booktitle = {Algorithmic Learning Theory, 16th International Conference, {ALT}
2005, Singapore, October 8-11, 2005, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {3734},
pages = {63--77},
publisher = {Springer},
year = {2005},
url = {https://doi.org/10.1007/11564089\_7},
doi = {10.1007/11564089\_7},
timestamp = {Fri, 08 Sep 2023 21:18:15 +0200},
biburl = {https://dblp.org/rec/conf/alt/GrettonBSS05.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/dmkdttt/NikulinS05,
author = {Vladimir Nikulin and
Alexander J. Smola},
editor = {Belur V. Dasarathy},
title = {Parametric model-based clustering},
booktitle = {Data Mining, Intrusion Detection, Information Assurance, and Data
Networks Security 2005, Orlando, Florida, USA, March 28-29, 2005},
series = {{SPIE} Proceedings},
volume = {5812},
pages = {190--201},
publisher = {{SPIE}},
year = {2005},
url = {https://doi.org/10.1117/12.603199},
doi = {10.1117/12.603199},
timestamp = {Mon, 22 May 2017 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/dmkdttt/NikulinS05.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/CanuS05,
author = {St{\'{e}}phane Canu and
Alexander J. Smola},
title = {Kernel methods and the exponential family},
booktitle = {13th European Symposium on Artificial Neural Networks, {ESANN} 2005,
Bruges, Belgium, April 27-29, 2005, Proceedings},
pages = {447--454},
year = {2005},
url = {https://www.esann.org/sites/default/files/proceedings/legacy/es2005-149.pdf},
timestamp = {Tue, 02 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/esann/CanuS05.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/BorgwardtGVS05,
author = {Karsten M. Borgwardt and
Omri Guttman and
S. V. N. Vishwanathan and
Alexander J. Smola},
title = {Joint Regularization},
booktitle = {13th European Symposium on Artificial Neural Networks, {ESANN} 2005,
Bruges, Belgium, April 27-29, 2005, Proceedings},
pages = {455--460},
year = {2005},
url = {https://www.esann.org/sites/default/files/proceedings/legacy/es2005-90.pdf},
timestamp = {Tue, 02 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/esann/BorgwardtGVS05.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/LeSC05,
author = {Quoc V. Le and
Alexander J. Smola and
St{\'{e}}phane Canu},
editor = {Luc De Raedt and
Stefan Wrobel},
title = {Heteroscedastic Gaussian process regression},
booktitle = {Machine Learning, Proceedings of the Twenty-Second International Conference
{(ICML} 2005), Bonn, Germany, August 7-11, 2005},
series = {{ACM} International Conference Proceeding Series},
volume = {119},
pages = {489--496},
publisher = {{ACM}},
year = {2005},
url = {https://doi.org/10.1145/1102351.1102413},
doi = {10.1145/1102351.1102413},
timestamp = {Wed, 25 Sep 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icml/LeSC05.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ismb/BorgwardtOSVSK05,
author = {Karsten M. Borgwardt and
Cheng Soon Ong and
Stefan Sch{\"{o}}nauer and
S. V. N. Vishwanathan and
Alexander J. Smola and
Hans{-}Peter Kriegel},
title = {Protein function prediction via graph kernels},
booktitle = {Proceedings Thirteenth International Conference on Intelligent Systems
for Molecular Biology 2005, Detroit, MI, USA, 25-29 June 2005},
pages = {47--56},
year = {2005},
url = {https://doi.org/10.1093/bioinformatics/bti1007},
doi = {10.1093/BIOINFORMATICS/BTI1007},
timestamp = {Fri, 30 Nov 2018 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/ismb/BorgwardtOSVSK05.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/isspa/KaratzoglouVSS05,
author = {Alexandros Karatzoglou and
S. V. N. Vishwanathan and
Nicol N. Schraudolph and
Alexander J. Smola},
title = {Step size-adapted online support vector learning},
booktitle = {Proceedings of the Eighth International Symposium on Signal Processing
and Its Applications, {ISSPA} 2005, 28-31 August 2005, Sydney, Australia},
pages = {823--826},
publisher = {{IEEE}},
year = {2005},
url = {https://doi.org/10.1109/ISSPA.2005.1581065},
doi = {10.1109/ISSPA.2005.1581065},
timestamp = {Wed, 16 Oct 2019 14:14:56 +0200},
biburl = {https://dblp.org/rec/conf/isspa/KaratzoglouVSS05.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/mldm/NikulinS05,
author = {Vladimir Nikulin and
Alexander J. Smola},
editor = {Petra Perner and
Atsushi Imiya},
title = {Universal Clustering with Regularization in Probabilistic Space},
booktitle = {Machine Learning and Data Mining in Pattern Recognition, 4th International
Conference, {MLDM} 2005, Leipzig, Germany, July 9-11, 2005, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {3587},
pages = {142--152},
publisher = {Springer},
year = {2005},
url = {https://doi.org/10.1007/11510888\_15},
doi = {10.1007/11510888\_15},
timestamp = {Tue, 14 May 2019 10:00:53 +0200},
biburl = {https://dblp.org/rec/conf/mldm/NikulinS05.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/GartnerLBSV05,
author = {Thomas G{\"{a}}rtner and
Quoc V. Le and
Simon Burton and
Alexander J. Smola and
S. V. N. Vishwanathan},
title = {Large-Scale Multiclass Transduction},
booktitle = {Advances in Neural Information Processing Systems 18 [Neural Information
Processing Systems, {NIPS} 2005, December 5-8, 2005, Vancouver, British
Columbia, Canada]},
pages = {411--418},
year = {2005},
url = {https://proceedings.neurips.cc/paper/2005/hash/445e1050156c6ae8c082a8422bb7dfc0-Abstract.html},
timestamp = {Mon, 16 May 2022 15:41:51 +0200},
biburl = {https://dblp.org/rec/conf/nips/GartnerLBSV05.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/trecvid/YuVS05,
author = {Zhenghua Yu and
S. V. N. Vishwanathan and
Alex Smola},
editor = {Paul Over and
Tzveta Ianeva and
Wessel Kraaij and
Alan F. Smeaton},
title = {{NICTA} at {TRECVID} 2005 Shot Boundary Detection Task},
booktitle = {2005 {TREC} Video Retrieval Evaluation, {TRECVID} 2005, Gaithersburg,
MD, USA, November 14-15, 2005},
publisher = {National Institute of Standards and Technology {(NIST)}},
year = {2005},
url = {https://www-nlpir.nist.gov/projects/tvpubs/tv5.papers/NICTA\_trecvid\_SB\_05.pdf},
timestamp = {Sat, 02 May 2020 14:52:31 +0200},
biburl = {https://dblp.org/rec/conf/trecvid/YuVS05.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/nn/ChalimourdaSS04,
author = {Athanassia Chalimourda and
Bernhard Sch{\"{o}}lkopf and
Alexander J. Smola},
title = {Experimentally optimal v in support vector regression for different
noise models and parameter settings},
journal = {Neural Networks},
volume = {17},
number = {1},
pages = {127--141},
year = {2004},
url = {https://doi.org/10.1016/S0893-6080(03)00209-0},
doi = {10.1016/S0893-6080(03)00209-0},
timestamp = {Wed, 14 Nov 2018 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/nn/ChalimourdaSS04.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/sac/SmolaS04,
author = {Alexander J. Smola and
Bernhard Sch{\"{o}}lkopf},
title = {A tutorial on support vector regression},
journal = {Stat. Comput.},
volume = {14},
number = {3},
pages = {199--222},
year = {2004},
url = {https://doi.org/10.1023/B:STCO.0000035301.49549.88},
doi = {10.1023/B:STCO.0000035301.49549.88},
timestamp = {Wed, 25 Mar 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/sac/SmolaS04.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tsp/KivinenSW04,
author = {Jyrki Kivinen and
Alexander J. Smola and
Robert C. Williamson},
title = {Online learning with kernels},
journal = {{IEEE} Trans. Signal Process.},
volume = {52},
number = {8},
pages = {2165--2176},
year = {2004},
url = {https://doi.org/10.1109/TSP.2004.830991},
doi = {10.1109/TSP.2004.830991},
timestamp = {Tue, 10 Mar 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/tsp/KivinenSW04.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/AltunHS04,
author = {Yasemin Altun and
Thomas Hofmann and
Alexander J. Smola},
editor = {Carla E. Brodley},
title = {Gaussian process classification for segmenting and annotating sequences},
booktitle = {Machine Learning, Proceedings of the Twenty-first International Conference
{(ICML} 2004), Banff, Alberta, Canada, July 4-8, 2004},
series = {{ACM} International Conference Proceeding Series},
volume = {69},
publisher = {{ACM}},
year = {2004},
url = {https://doi.org/10.1145/1015330.1015433},
doi = {10.1145/1015330.1015433},
timestamp = {Tue, 06 Nov 2018 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icml/AltunHS04.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/OngMCS04,
author = {Cheng Soon Ong and
Xavier Mary and
St{\'{e}}phane Canu and
Alexander J. Smola},
editor = {Carla E. Brodley},
title = {Learning with non-positive kernels},
booktitle = {Machine Learning, Proceedings of the Twenty-first International Conference
{(ICML} 2004), Banff, Alberta, Canada, July 4-8, 2004},
series = {{ACM} International Conference Proceeding Series},
volume = {69},
publisher = {{ACM}},
year = {2004},
url = {https://doi.org/10.1145/1015330.1015443},
doi = {10.1145/1015330.1015443},
timestamp = {Tue, 06 Nov 2018 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icml/OngMCS04.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/BhattacharyyaSS04,
author = {Chiranjib Bhattacharyya and
Pannagadatta K. Shivaswamy and
Alexander J. Smola},
title = {A Second Order Cone programming Formulation for Classifying Missing
Data},
booktitle = {Advances in Neural Information Processing Systems 17 [Neural Information
Processing Systems, {NIPS} 2004, December 13-18, 2004, Vancouver,
British Columbia, Canada]},
pages = {153--160},
year = {2004},
url = {https://proceedings.neurips.cc/paper/2004/hash/028ee724157b05d04e7bdcf237d12e60-Abstract.html},
timestamp = {Mon, 16 May 2022 15:41:51 +0200},
biburl = {https://dblp.org/rec/conf/nips/BhattacharyyaSS04.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/VishwanathanS04,
author = {S. V. N. Vishwanathan and
Alexander J. Smola},
title = {Binet-Cauchy Kernels},
booktitle = {Advances in Neural Information Processing Systems 17 [Neural Information
Processing Systems, {NIPS} 2004, December 13-18, 2004, Vancouver,
British Columbia, Canada]},
pages = {1441--1448},
year = {2004},
url = {https://proceedings.neurips.cc/paper/2004/hash/058d6f2fbe951a5a56d96b1f1a6bca1c-Abstract.html},
timestamp = {Thu, 21 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/VishwanathanS04.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/uai/AltunSH04,
author = {Yasemin Altun and
Alexander J. Smola and
Thomas Hofmann},
editor = {David Maxwell Chickering and
Joseph Y. Halpern},
title = {Exponential Families for Conditional Random Fields},
booktitle = {{UAI} '04, Proceedings of the 20th Conference in Uncertainty in Artificial
Intelligence, Banff, Canada, July 7-11, 2004},
pages = {2--9},
publisher = {{AUAI} Press},
year = {2004},
url = {https://dslpitt.org/uai/displayArticleDetails.jsp?mmnu=1\&\#38;smnu=2\&\#38;article\_id=1121\&\#38;proceeding\_id=20},
timestamp = {Wed, 03 Feb 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/uai/AltunSH04.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/pami/MikaRWSSM03,
author = {Sebastian Mika and
Gunnar R{\"{a}}tsch and
Jason Weston and
Bernhard Sch{\"{o}}lkopf and
Alexander J. Smola and
Klaus{-}Robert M{\"{u}}ller},
title = {Constructing Descriptive and Discriminative Nonlinear Features: Rayleigh
Coefficients in Kernel Feature Spaces},
journal = {{IEEE} Trans. Pattern Anal. Mach. Intell.},
volume = {25},
number = {5},
pages = {623--633},
year = {2003},
url = {https://doi.org/10.1109/TPAMI.2003.1195996},
doi = {10.1109/TPAMI.2003.1195996},
timestamp = {Wed, 25 Sep 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/pami/MikaRWSSM03.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tnn/GrafSB03,
author = {Arnulf B. A. Graf and
Alexander J. Smola and
Silvio Borer},
title = {Classification in a normalized feature space using support vector
machines},
journal = {{IEEE} Trans. Neural Networks},
volume = {14},
number = {3},
pages = {597--605},
year = {2003},
url = {https://doi.org/10.1109/TNN.2003.811708},
doi = {10.1109/TNN.2003.811708},
timestamp = {Sat, 30 May 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/tnn/GrafSB03.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/SmolaK03,
author = {Alexander J. Smola and
Risi Kondor},
editor = {Bernhard Sch{\"{o}}lkopf and
Manfred K. Warmuth},
title = {Kernels and Regularization on Graphs},
booktitle = {Computational Learning Theory and Kernel Machines, 16th Annual Conference
on Computational Learning Theory and 7th Kernel Workshop, COLT/Kernel
2003, Washington, DC, USA, August 24-27, 2003, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {2777},
pages = {144--158},
publisher = {Springer},
year = {2003},
url = {https://doi.org/10.1007/978-3-540-45167-9\_12},
doi = {10.1007/978-3-540-45167-9\_12},
timestamp = {Tue, 14 May 2019 10:00:53 +0200},
biburl = {https://dblp.org/rec/conf/colt/SmolaK03.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icassp/GrettonHS03,
author = {Arthur Gretton and
Ralf Herbrich and
Alexander J. Smola},
title = {The kernel mutual information},
booktitle = {2003 {IEEE} International Conference on Acoustics, Speech, and Signal
Processing, {ICASSP} '03, Hong Kong, April 6-10, 2003},
pages = {880--884},
publisher = {{IEEE}},
year = {2003},
url = {https://doi.org/10.1109/ICASSP.2003.1202784},
doi = {10.1109/ICASSP.2003.1202784},
timestamp = {Mon, 22 Jun 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icassp/GrettonHS03.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/OngS03,
author = {Cheng Soon Ong and
Alexander J. Smola},
editor = {Tom Fawcett and
Nina Mishra},
title = {Machine Learning with Hyperkernels},
booktitle = {Machine Learning, Proceedings of the Twentieth International Conference
{(ICML} 2003), August 21-24, 2003, Washington, DC, {USA}},
pages = {568--575},
publisher = {{AAAI} Press},
year = {2003},
url = {http://www.aaai.org/Library/ICML/2003/icml03-075.php},
timestamp = {Thu, 07 May 2015 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icml/OngS03.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/VishwanathanSM03,
author = {S. V. N. Vishwanathan and
Alexander J. Smola and
M. Narasimha Murty},
editor = {Tom Fawcett and
Nina Mishra},
title = {SimpleSVM},
booktitle = {Machine Learning, Proceedings of the Twentieth International Conference
{(ICML} 2003), August 21-24, 2003, Washington, DC, {USA}},
pages = {760--767},
publisher = {{AAAI} Press},
year = {2003},
url = {http://www.aaai.org/Library/ICML/2003/icml03-099.php},
timestamp = {Thu, 07 May 2015 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icml/VishwanathanSM03.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/SmolaVE03,
author = {Alexander J. Smola and
Vishy Vishwanathan and
Eleazar Eskin},
editor = {Sebastian Thrun and
Lawrence K. Saul and
Bernhard Sch{\"{o}}lkopf},
title = {Laplace Propagation},
booktitle = {Advances in Neural Information Processing Systems 16 [Neural Information
Processing Systems, {NIPS} 2003, December 8-13, 2003, Vancouver and
Whistler, British Columbia, Canada]},
pages = {441--448},
publisher = {{MIT} Press},
year = {2003},
url = {https://proceedings.neurips.cc/paper/2003/hash/7fd804295ef7f6a2822bf4c61f9dc4a8-Abstract.html},
timestamp = {Mon, 16 May 2022 15:41:51 +0200},
biburl = {https://dblp.org/rec/conf/nips/SmolaVE03.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:conf/mlss/2002,
editor = {Shahar Mendelson and
Alexander J. Smola},
title = {Advanced Lectures on Machine Learning, Machine Learning Summer School
2002, Canberra, Australia, February 11-22, 2002, Revised Lectures},
series = {Lecture Notes in Computer Science},
volume = {2600},
publisher = {Springer},
year = {2003},
url = {https://doi.org/10.1007/3-540-36434-X},
doi = {10.1007/3-540-36434-X},
isbn = {3-540-00529-3},
timestamp = {Tue, 14 May 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/mlss/2002.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@book{DBLP:books/lib/ScholkopfS02,
author = {Bernhard Sch{\"{o}}lkopf and
Alexander Johannes Smola},
title = {Learning with Kernels: support vector machines, regularization, optimization,
and beyond},
series = {Adaptive computation and machine learning series},
publisher = {{MIT} Press},
year = {2002},
url = {https://www.worldcat.org/oclc/48970254},
isbn = {9780262194754},
timestamp = {Fri, 17 Jul 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/books/lib/ScholkopfS02.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/FungMS02,
author = {Glenn Fung and
Olvi L. Mangasarian and
Alexander J. Smola},
title = {Minimal Kernel Classifiers},
journal = {J. Mach. Learn. Res.},
volume = {3},
pages = {303--321},
year = {2002},
url = {http://jmlr.org/papers/v3/fung02a.html},
timestamp = {Wed, 10 Jul 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/jmlr/FungMS02.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/alt/KivinenSW02,
author = {Jyrki Kivinen and
Alexander J. Smola and
Robert C. Williamson},
editor = {Nicol{\`{o}} Cesa{-}Bianchi and
Masayuki Numao and
R{\"{u}}diger Reischuk},
title = {Large Margin Classification for Moving Targets},
booktitle = {Algorithmic Learning Theory, 13th International Conference, {ALT}
2002, L{\"{u}}beck, Germany, November 24-26, 2002, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {2533},
pages = {113--127},
publisher = {Springer},
year = {2002},
url = {https://doi.org/10.1007/3-540-36169-3\_11},
doi = {10.1007/3-540-36169-3\_11},
timestamp = {Tue, 14 May 2019 10:00:51 +0200},
biburl = {https://dblp.org/rec/conf/alt/KivinenSW02.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/GartnerFKS02,
author = {Thomas G{\"{a}}rtner and
Peter A. Flach and
Adam Kowalczyk and
Alexander J. Smola},
editor = {Claude Sammut and
Achim G. Hoffmann},
title = {Multi-Instance Kernels},
booktitle = {Machine Learning, Proceedings of the Nineteenth International Conference
{(ICML} 2002), University of New South Wales, Sydney, Australia, July
8-12, 2002},
pages = {179--186},
publisher = {Morgan Kaufmann},
year = {2002},
timestamp = {Thu, 05 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icml/GartnerFKS02.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/mlss/ScholkopfS02,
author = {Bernhard Sch{\"{o}}lkopf and
Alexander J. Smola},
editor = {Shahar Mendelson and
Alexander J. Smola},
title = {A Short Introduction to Learning with Kernels},
booktitle = {Advanced Lectures on Machine Learning, Machine Learning Summer School
2002, Canberra, Australia, February 11-22, 2002, Revised Lectures},
series = {Lecture Notes in Computer Science},
volume = {2600},
pages = {41--64},
publisher = {Springer},
year = {2002},
url = {https://doi.org/10.1007/3-540-36434-X\_2},
doi = {10.1007/3-540-36434-X\_2},
timestamp = {Tue, 14 May 2019 10:00:50 +0200},
biburl = {https://dblp.org/rec/conf/mlss/ScholkopfS02.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/mlss/SmolaS02,
author = {Alexander J. Smola and
Bernhard Sch{\"{o}}lkopf},
editor = {Shahar Mendelson and
Alexander J. Smola},
title = {Bayesian Kernel Methods},
booktitle = {Advanced Lectures on Machine Learning, Machine Learning Summer School
2002, Canberra, Australia, February 11-22, 2002, Revised Lectures},
series = {Lecture Notes in Computer Science},
volume = {2600},
pages = {65--117},
publisher = {Springer},
year = {2002},
url = {https://doi.org/10.1007/3-540-36434-X\_3},
doi = {10.1007/3-540-36434-X\_3},
timestamp = {Wed, 14 Nov 2018 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/mlss/SmolaS02.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/OngSW02,
author = {Cheng Soon Ong and
Alexander J. Smola and
Robert C. Williamson},
editor = {Suzanna Becker and
Sebastian Thrun and
Klaus Obermayer},
title = {Hyperkernels},
booktitle = {Advances in Neural Information Processing Systems 15 [Neural Information
Processing Systems, {NIPS} 2002, December 9-14, 2002, Vancouver, British
Columbia, Canada]},
pages = {478--485},
publisher = {{MIT} Press},
year = {2002},
url = {https://proceedings.neurips.cc/paper/2002/hash/ca0daec69b5adc880fb464895726dbdf-Abstract.html},
timestamp = {Mon, 16 May 2022 15:41:51 +0200},
biburl = {https://dblp.org/rec/conf/nips/OngSW02.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/RatschSM02,
author = {Gunnar R{\"{a}}tsch and
Alexander J. Smola and
Sebastian Mika},
editor = {Suzanna Becker and
Sebastian Thrun and
Klaus Obermayer},
title = {Adapting Codes and Embeddings for Polychotomies},
booktitle = {Advances in Neural Information Processing Systems 15 [Neural Information
Processing Systems, {NIPS} 2002, December 9-14, 2002, Vancouver, British
Columbia, Canada]},
pages = {513--520},
publisher = {{MIT} Press},
year = {2002},
url = {https://proceedings.neurips.cc/paper/2002/hash/32e05616c8ed659463f9af00b142dd6f-Abstract.html},
timestamp = {Thu, 21 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/RatschSM02.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/ViswanathanS02,
author = {S. V. N. Vishwanathan and
Alexander J. Smola},
editor = {Suzanna Becker and
Sebastian Thrun and
Klaus Obermayer},
title = {Fast Kernels for String and Tree Matching},
booktitle = {Advances in Neural Information Processing Systems 15 [Neural Information
Processing Systems, {NIPS} 2002, December 9-14, 2002, Vancouver, British
Columbia, Canada]},
pages = {569--576},
publisher = {{MIT} Press},
year = {2002},
url = {https://proceedings.neurips.cc/paper/2002/hash/743394beff4b1282ba735e5e3723ed74-Abstract.html},
timestamp = {Thu, 21 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/ViswanathanS02.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/SmolaMSW01,
author = {Alexander J. Smola and
Sebastian Mika and
Bernhard Sch{\"{o}}lkopf and
Robert C. Williamson},
title = {Regularized Principal Manifolds},
journal = {J. Mach. Learn. Res.},
volume = {1},
pages = {179--209},
year = {2001},
url = {http://jmlr.org/papers/v1/smola01a.html},
timestamp = {Wed, 10 Jul 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/jmlr/SmolaMSW01.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/neco/ScholkopfPSSW01,
author = {Bernhard Sch{\"{o}}lkopf and
John C. Platt and
John Shawe{-}Taylor and
Alexander J. Smola and
Robert C. Williamson},
title = {Estimating the Support of a High-Dimensional Distribution},
journal = {Neural Comput.},
volume = {13},
number = {7},
pages = {1443--1471},
year = {2001},
url = {https://doi.org/10.1162/089976601750264965},
doi = {10.1162/089976601750264965},
timestamp = {Tue, 01 Sep 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/neco/ScholkopfPSSW01.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tit/WilliamsonSS01,
author = {Robert C. Williamson and
Alexander J. Smola and
Bernhard Sch{\"{o}}lkopf},
title = {Generalization performance of regularization networks and support
vector machines via entropy numbers of compact operators},
journal = {{IEEE} Trans. Inf. Theory},
volume = {47},
number = {6},
pages = {2516--2532},
year = {2001},
url = {https://doi.org/10.1109/18.945262},
doi = {10.1109/18.945262},
timestamp = {Tue, 10 Mar 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/tit/WilliamsonSS01.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aistats/MikaSS01,
author = {Sebastian Mika and
Alexander J. Smola and
Bernhard Sch{\"{o}}lkopf},
editor = {Thomas S. Richardson and
Tommi S. Jaakkola},
title = {An improved training algorithm for kernel Fisher discriminants},
booktitle = {Proceedings of the Eighth International Workshop on Artificial Intelligence
and Statistics, {AISTATS} 2001, Key West, Florida, USA, January 4-7,
2001},
publisher = {Society for Artificial Intelligence and Statistics},
year = {2001},
url = {http://www.gatsby.ucl.ac.uk/aistats/aistats2001/files/mika187.pdf},
timestamp = {Thu, 21 Jun 2018 07:20:57 +0200},
biburl = {https://dblp.org/rec/conf/aistats/MikaSS01.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/ScholkopfHS01,
author = {Bernhard Sch{\"{o}}lkopf and
Ralf Herbrich and
Alexander J. Smola},
editor = {David P. Helmbold and
Robert C. Williamson},
title = {A Generalized Representer Theorem},
booktitle = {Computational Learning Theory, 14th Annual Conference on Computational
Learning Theory, {COLT} 2001 and 5th European Conference on Computational
Learning Theory, EuroCOLT 2001, Amsterdam, The Netherlands, July 16-19,
2001, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {2111},
pages = {416--426},
publisher = {Springer},
year = {2001},
url = {https://doi.org/10.1007/3-540-44581-1\_27},
doi = {10.1007/3-540-44581-1\_27},
timestamp = {Sun, 02 Jun 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/colt/ScholkopfHS01.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/KowalczykSW01,
author = {Adam Kowalczyk and
Alexander J. Smola and
Robert C. Williamson},
editor = {Thomas G. Dietterich and
Suzanna Becker and
Zoubin Ghahramani},
title = {Kernel Machines and Boolean Functions},
booktitle = {Advances in Neural Information Processing Systems 14 [Neural Information
Processing Systems: Natural and Synthetic, {NIPS} 2001, December 3-8,
2001, Vancouver, British Columbia, Canada]},
pages = {439--446},
publisher = {{MIT} Press},
year = {2001},
url = {https://proceedings.neurips.cc/paper/2001/hash/d77f00766fd3be3f2189c843a6af3fb2-Abstract.html},
timestamp = {Mon, 16 May 2022 15:41:51 +0200},
biburl = {https://dblp.org/rec/conf/nips/KowalczykSW01.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/KivinenSW01,
author = {Jyrki Kivinen and
Alexander J. Smola and
Robert C. Williamson},
editor = {Thomas G. Dietterich and
Suzanna Becker and
Zoubin Ghahramani},
title = {Online Learning with Kernels},
booktitle = {Advances in Neural Information Processing Systems 14 [Neural Information
Processing Systems: Natural and Synthetic, {NIPS} 2001, December 3-8,
2001, Vancouver, British Columbia, Canada]},
pages = {785--792},
publisher = {{MIT} Press},
year = {2001},
url = {https://proceedings.neurips.cc/paper/2001/hash/bd5af7cd922fd2603be4ee3dc43b0b77-Abstract.html},
timestamp = {Thu, 21 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/KivinenSW01.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/neco/ScholkopfSWB00,
author = {Bernhard Sch{\"{o}}lkopf and
Alexander J. Smola and
Robert C. Williamson and
Peter L. Bartlett},
title = {New Support Vector Algorithms},
journal = {Neural Comput.},
volume = {12},
number = {5},
pages = {1207--1245},
year = {2000},
url = {https://doi.org/10.1162/089976600300015565},
doi = {10.1162/089976600300015565},
timestamp = {Tue, 01 Sep 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/neco/ScholkopfSWB00.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/WilliamsonSS00,
author = {Robert C. Williamson and
Alexander J. Smola and
Bernhard Sch{\"{o}}lkopf},
editor = {Nicol{\`{o}} Cesa{-}Bianchi and
Sally A. Goldman},
title = {Entropy Numbers of Linear Function Classes},
booktitle = {Proceedings of the Thirteenth Annual Conference on Computational Learning
Theory {(COLT} 2000), June 28 - July 1, 2000, Palo Alto, California,
{USA}},
pages = {309--319},
publisher = {Morgan Kaufmann},
year = {2000},
timestamp = {Wed, 20 Jun 2018 17:06:15 +0200},
biburl = {https://dblp.org/rec/conf/colt/WilliamsonSS00.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/CampbellCS00,
author = {Colin Campbell and
Nello Cristianini and
Alexander J. Smola},
editor = {Pat Langley},
title = {Query Learning with Large Margin Classifiers},
booktitle = {Proceedings of the Seventeenth International Conference on Machine
Learning {(ICML} 2000), Stanford University, Stanford, CA, USA, June
29 - July 2, 2000},
pages = {111--118},
publisher = {Morgan Kaufmann},
year = {2000},
timestamp = {Thu, 07 May 2015 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icml/CampbellCS00.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/SmolaS00,
author = {Alexander J. Smola and
Bernhard Sch{\"{o}}lkopf},
editor = {Pat Langley},
title = {Sparse Greedy Matrix Approximation for Machine Learning},
booktitle = {Proceedings of the Seventeenth International Conference on Machine
Learning {(ICML} 2000), Stanford University, Stanford, CA, USA, June
29 - July 2, 2000},
pages = {911--918},
publisher = {Morgan Kaufmann},
year = {2000},
timestamp = {Thu, 07 May 2015 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icml/SmolaS00.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcnn/ChalimourdaSS00,
author = {Athanassia Chalimourda and
Bernhard Sch{\"{o}}lkopf and
Alexander J. Smola},
title = {Choosing in Support Vector Regression with Different Noise Models:
Theory and Experiments},
booktitle = {Proceedings of the {IEEE-INNS-ENNS} International Joint Conference
on Neural Networks, {IJCNN} 2000, Neural Computing: New Challenges
and Perspectives for the New Millennium, Como, Italy, July 24-27,
2000, Volume 5},
pages = {199--204},
publisher = {{IEEE} Computer Society},
year = {2000},
url = {https://doi.org/10.1109/IJCNN.2000.861457},
doi = {10.1109/IJCNN.2000.861457},
timestamp = {Fri, 24 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/ijcnn/ChalimourdaSS00.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/SmolaOW00,
author = {Alexander J. Smola and
Zolt{\'{a}}n L. {\'{O}}v{\'{a}}ri and
Robert C. Williamson},
editor = {Todd K. Leen and
Thomas G. Dietterich and
Volker Tresp},
title = {Regularization with Dot-Product Kernels},
booktitle = {Advances in Neural Information Processing Systems 13, Papers from
Neural Information Processing Systems {(NIPS)} 2000, Denver, CO, {USA}},
pages = {308--314},
publisher = {{MIT} Press},
year = {2000},
url = {https://proceedings.neurips.cc/paper/2000/hash/d25414405eb37dae1c14b18d6a2cac34-Abstract.html},
timestamp = {Mon, 16 May 2022 15:41:51 +0200},
biburl = {https://dblp.org/rec/conf/nips/SmolaOW00.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/SmolaB00,
author = {Alexander J. Smola and
Peter L. Bartlett},
editor = {Todd K. Leen and
Thomas G. Dietterich and
Volker Tresp},
title = {Sparse Greedy Gaussian Process Regression},
booktitle = {Advances in Neural Information Processing Systems 13, Papers from
Neural Information Processing Systems {(NIPS)} 2000, Denver, CO, {USA}},
pages = {619--625},
publisher = {{MIT} Press},
year = {2000},
url = {https://proceedings.neurips.cc/paper/2000/hash/3214a6d842cc69597f9edf26df552e43-Abstract.html},
timestamp = {Thu, 21 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/SmolaB00.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pakdd/RatschSSMOM00,
author = {Gunnar R{\"{a}}tsch and
Bernhard Sch{\"{o}}lkopf and
Alexander J. Smola and
Sebastian Mika and
Takashi Onoda and
Klaus{-}Robert M{\"{u}}ller},
editor = {Takao Terano and
Huan Liu and
Arbee L. P. Chen},
title = {Robust Ensemble Learning for Data Mining},
booktitle = {Knowledge Discovery and Data Mining, Current Issues and New Applications,
4th Pacific-Asia Conference, {PADKK} 2000, Kyoto, Japan, April 18-20,
2000, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {1805},
pages = {341--344},
publisher = {Springer},
year = {2000},
url = {https://doi.org/10.1007/3-540-45571-X\_39},
doi = {10.1007/3-540-45571-X\_39},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/pakdd/RatschSSMOM00.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ife/ScholkopfMS99,
author = {Bernhard Sch{\"{o}}lkopf and
Klaus{-}Robert M{\"{u}}ller and
Alexander J. Smola},
title = {Lernen mit Kernen: Support-Vektor-Methoden zur Analyse hochdimensionaler
Daten},
journal = {Inform. Forsch. Entwickl.},
volume = {14},
number = {3},
pages = {154--163},
year = {1999},
url = {https://doi.org/10.1007/s004500050135},
doi = {10.1007/S004500050135},
timestamp = {Thu, 21 May 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ife/ScholkopfMS99.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tnn/ScholkopfMBKMRS99,
author = {Bernhard Sch{\"{o}}lkopf and
Sebastian Mika and
Christopher J. C. Burges and
Phil Knirsch and
Klaus{-}Robert M{\"{u}}ller and
Gunnar R{\"{a}}tsch and
Alexander J. Smola},
title = {Input space versus feature space in kernel-based methods},
journal = {{IEEE} Trans. Neural Networks},
volume = {10},
number = {5},
pages = {1000--1017},
year = {1999},
url = {https://doi.org/10.1109/72.788641},
doi = {10.1109/72.788641},
timestamp = {Wed, 25 Sep 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/tnn/ScholkopfMBKMRS99.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/eurocolt/SmolaWMS99,
author = {Alexander J. Smola and
Robert C. Williamson and
Sebastian Mika and
Bernhard Sch{\"{o}}lkopf},
editor = {Paul Fischer and
Hans Ulrich Simon},
title = {Regularized Principal Manifolds},
booktitle = {Computational Learning Theory, 4th European Conference, EuroCOLT '99,
Nordkirchen, Germany, March 29-31, 1999, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {1572},
pages = {214--229},
publisher = {Springer},
year = {1999},
url = {https://doi.org/10.1007/3-540-49097-3\_17},
doi = {10.1007/3-540-49097-3\_17},
timestamp = {Fri, 08 Sep 2023 21:18:19 +0200},
biburl = {https://dblp.org/rec/conf/eurocolt/SmolaWMS99.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/eurocolt/WilliamsonSS99,
author = {Robert C. Williamson and
Alexander J. Smola and
Bernhard Sch{\"{o}}lkopf},
editor = {Paul Fischer and
Hans Ulrich Simon},
title = {Entropy Numbers, Operators and Support Vector Kernels},
booktitle = {Computational Learning Theory, 4th European Conference, EuroCOLT '99,
Nordkirchen, Germany, March 29-31, 1999, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {1572},
pages = {285--299},
publisher = {Springer},
year = {1999},
url = {https://doi.org/10.1007/3-540-49097-3\_23},
doi = {10.1007/3-540-49097-3\_23},
timestamp = {Tue, 23 May 2017 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/eurocolt/WilliamsonSS99.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/gcb/ZienRMSLSLM99,
author = {Alexander Zien and
Gunnar R{\"{a}}tsch and
Sebastian Mika and
Bernhard Sch{\"{o}}lkopf and
Christian Lemmen and
Alexander J. Smola and
Thomas Lengauer and
Klaus{-}Robert M{\"{u}}ller},
title = {Engineering Support Vector Machine Kerneis That Recognize Translation
Initialion Sites},
booktitle = {Proceedings of the German Conference on Bioinformatics, {GCB} 1999,
October 4-6, 1999, Hannover, Germany},
pages = {37--43},
year = {1999},
timestamp = {Fri, 02 Aug 2019 15:48:16 +0200},
biburl = {https://dblp.org/rec/conf/gcb/ZienRMSLSLM99.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/SmolaSSW99,
author = {Alexander J. Smola and
John Shawe{-}Taylor and
Bernhard Sch{\"{o}}lkopf and
Robert C. Williamson},
editor = {Sara A. Solla and
Todd K. Leen and
Klaus{-}Robert M{\"{u}}ller},
title = {The Entropy Regularization Information Criterion},
booktitle = {Advances in Neural Information Processing Systems 12, {[NIPS} Conference,
Denver, Colorado, USA, November 29 - December 4, 1999]},
pages = {342--348},
publisher = {The {MIT} Press},
year = {1999},
url = {http://papers.nips.cc/paper/1677-the-entropy-regularization-information-criterion},
timestamp = {Mon, 16 May 2022 15:41:51 +0200},
biburl = {https://dblp.org/rec/conf/nips/SmolaSSW99.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/MikaRWSSM99,
author = {Sebastian Mika and
Gunnar R{\"{a}}tsch and
Jason Weston and
Bernhard Sch{\"{o}}lkopf and
Alexander J. Smola and
Klaus{-}Robert M{\"{u}}ller},
editor = {Sara A. Solla and
Todd K. Leen and
Klaus{-}Robert M{\"{u}}ller},
title = {Invariant Feature Extraction and Classification in Kernel Spaces},
booktitle = {Advances in Neural Information Processing Systems 12, {[NIPS} Conference,
Denver, Colorado, USA, November 29 - December 4, 1999]},
pages = {526--532},
publisher = {The {MIT} Press},
year = {1999},
url = {http://papers.nips.cc/paper/1715-invariant-feature-extraction-and-classification-in-kernel-spaces},
timestamp = {Fri, 06 Mar 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/MikaRWSSM99.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/RatschSSMOM99,
author = {Gunnar R{\"{a}}tsch and
Bernhard Sch{\"{o}}lkopf and
Alexander J. Smola and
Klaus{-}Robert M{\"{u}}ller and
Takashi Onoda and
Sebastian Mika},
editor = {Sara A. Solla and
Todd K. Leen and
Klaus{-}Robert M{\"{u}}ller},
title = {v-Arc: Ensemble Learning in the Presence of Outliers},
booktitle = {Advances in Neural Information Processing Systems 12, {[NIPS} Conference,
Denver, Colorado, USA, November 29 - December 4, 1999]},
pages = {561--567},
publisher = {The {MIT} Press},
year = {1999},
url = {http://papers.nips.cc/paper/1721-v-arc-ensemble-learning-in-the-presence-of-outliers},
timestamp = {Fri, 06 Mar 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/RatschSSMOM99.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/ScholkopfWSSP99,
author = {Bernhard Sch{\"{o}}lkopf and
Robert C. Williamson and
Alexander J. Smola and
John Shawe{-}Taylor and
John C. Platt},
editor = {Sara A. Solla and
Todd K. Leen and
Klaus{-}Robert M{\"{u}}ller},
title = {Support Vector Method for Novelty Detection},
booktitle = {Advances in Neural Information Processing Systems 12, {[NIPS} Conference,
Denver, Colorado, USA, November 29 - December 4, 1999]},
pages = {582--588},
publisher = {The {MIT} Press},
year = {1999},
url = {http://papers.nips.cc/paper/1723-support-vector-method-for-novelty-detection},
timestamp = {Fri, 06 Mar 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/ScholkopfWSSP99.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@phdthesis{DBLP:phd/dnb/Smola98,
author = {Alexander J. Smola},
title = {Learning with kernels},
school = {Technical University of Berlin, Germany},
year = {1998},
url = {https://d-nb.info/955631580},
isbn = {978-3-88457-349-5},
timestamp = {Sat, 17 Jul 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/phd/dnb/Smola98.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/algorithmica/SmolaS98,
author = {Alexander J. Smola and
Bernhard Sch{\"{o}}lkopf},
title = {On a Kernel-Based Method for Pattern Recognition, Regression, Approximation,
and Operator Inversion},
journal = {Algorithmica},
volume = {22},
number = {1/2},
pages = {211--231},
year = {1998},
url = {https://doi.org/10.1007/PL00013831},
doi = {10.1007/PL00013831},
timestamp = {Wed, 17 May 2017 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/algorithmica/SmolaS98.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/neco/ScholkopfSM98,
author = {Bernhard Sch{\"{o}}lkopf and
Alexander J. Smola and
Klaus{-}Robert M{\"{u}}ller},
title = {Nonlinear Component Analysis as a Kernel Eigenvalue Problem},
journal = {Neural Comput.},
volume = {10},
number = {5},
pages = {1299--1319},
year = {1998},
url = {https://doi.org/10.1162/089976698300017467},
doi = {10.1162/089976698300017467},
timestamp = {Tue, 01 Sep 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/neco/ScholkopfSM98.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/nn/SmolaSM98,
author = {Alexander J. Smola and
Bernhard Sch{\"{o}}lkopf and
Klaus{-}Robert M{\"{u}}ller},
title = {The connection between regularization operators and support vector
kernels},
journal = {Neural Networks},
volume = {11},
number = {4},
pages = {637--649},
year = {1998},
url = {https://doi.org/10.1016/S0893-6080(98)00032-X},
doi = {10.1016/S0893-6080(98)00032-X},
timestamp = {Wed, 25 Sep 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/nn/SmolaSM98.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/dagm/ScholkopfSKB98,
author = {Bernhard Sch{\"{o}}lkopf and
Alexander J. Smola and
Phil Knirsch and
Chris Burges},
editor = {Paul Levi and
Rolf{-}J{\"{u}}rgen Ahlers and
Franz May and
Michael Schanz},
title = {Fast Approximation of Support Vector Kernel Expansions, and an Interpretation
of Clustering as Approximation in Feature Spaces},
booktitle = {Mustererkennung 1998, 20. DAGM-Symposium, Stuttgart, 29. September
- 1. Oktober 1998, Proceedings},
series = {Informatik Aktuell},
pages = {125--132},
publisher = {Springer},
year = {1998},
url = {https://doi.org/10.1007/978-3-642-72282-0\_12},
doi = {10.1007/978-3-642-72282-0\_12},
timestamp = {Tue, 25 Jun 2019 12:25:43 +0200},
biburl = {https://dblp.org/rec/conf/dagm/ScholkopfSKB98.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/ScholkopfBSW98,
author = {Bernhard Sch{\"{o}}lkopf and
Peter L. Bartlett and
Alexander J. Smola and
Robert C. Williamson},
editor = {Michael J. Kearns and
Sara A. Solla and
David A. Cohn},
title = {Shrinking the Tube: {A} New Support Vector Regression Algorithm},
booktitle = {Advances in Neural Information Processing Systems 11, {[NIPS} Conference,
Denver, Colorado, USA, November 30 - December 5, 1998]},
pages = {330--336},
publisher = {The {MIT} Press},
year = {1998},
url = {http://papers.nips.cc/paper/1563-shrinking-the-tube-a-new-support-vector-regression-algorithm},
timestamp = {Mon, 16 May 2022 15:41:51 +0200},
biburl = {https://dblp.org/rec/conf/nips/ScholkopfBSW98.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/MikaSSMSR98,
author = {Sebastian Mika and
Bernhard Sch{\"{o}}lkopf and
Alexander J. Smola and
Klaus{-}Robert M{\"{u}}ller and
Matthias Scholz and
Gunnar R{\"{a}}tsch},
editor = {Michael J. Kearns and
Sara A. Solla and
David A. Cohn},
title = {Kernel {PCA} and De-Noising in Feature Spaces},
booktitle = {Advances in Neural Information Processing Systems 11, {[NIPS} Conference,
Denver, Colorado, USA, November 30 - December 5, 1998]},
pages = {536--542},
publisher = {The {MIT} Press},
year = {1998},
url = {http://papers.nips.cc/paper/1491-kernel-pca-and-de-noising-in-feature-spaces},
timestamp = {Fri, 06 Mar 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/MikaSSMSR98.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/SmolaFS98,
author = {Alexander J. Smola and
Thilo{-}Thomas Frie{\ss} and
Bernhard Sch{\"{o}}lkopf},
editor = {Michael J. Kearns and
Sara A. Solla and
David A. Cohn},
title = {Semiparametric Support Vector and Linear Programming Machines},
booktitle = {Advances in Neural Information Processing Systems 11, {[NIPS} Conference,
Denver, Colorado, USA, November 30 - December 5, 1998]},
pages = {585--591},
publisher = {The {MIT} Press},
year = {1998},
url = {http://papers.nips.cc/paper/1575-semiparametric-support-vector-and-linear-programming-machines},
timestamp = {Fri, 06 Mar 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/SmolaFS98.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icann/ScholkopfSM97,
author = {Bernhard Sch{\"{o}}lkopf and
Alexander J. Smola and
Klaus{-}Robert M{\"{u}}ller},
editor = {Wulfram Gerstner and
Alain Germond and
Martin Hasler and
Jean{-}Daniel Nicoud},
title = {Kernel Principal Component Analysis},
booktitle = {Artificial Neural Networks - {ICANN} '97, 7th International Conference,
Lausanne, Switzerland, October 8-10, 1997, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {1327},
pages = {583--588},
publisher = {Springer},
year = {1997},
url = {https://doi.org/10.1007/BFb0020217},
doi = {10.1007/BFB0020217},
timestamp = {Wed, 25 Sep 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icann/ScholkopfSM97.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icann/MullerSRSKV97,
author = {Klaus{-}Robert M{\"{u}}ller and
Alexander J. Smola and
Gunnar R{\"{a}}tsch and
Bernhard Sch{\"{o}}lkopf and
Jens Kohlmorgen and
Vladimir Vapnik},
editor = {Wulfram Gerstner and
Alain Germond and
Martin Hasler and
Jean{-}Daniel Nicoud},
title = {Predicting Time Series with Support Vector Machines},
booktitle = {Artificial Neural Networks - {ICANN} '97, 7th International Conference,
Lausanne, Switzerland, October 8-10, 1997, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {1327},
pages = {999--1004},
publisher = {Springer},
year = {1997},
url = {https://doi.org/10.1007/BFb0020283},
doi = {10.1007/BFB0020283},
timestamp = {Wed, 25 Sep 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icann/MullerSRSKV97.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/SmolaS97,
author = {Alexander J. Smola and
Bernhard Sch{\"{o}}lkopf},
editor = {Michael I. Jordan and
Michael J. Kearns and
Sara A. Solla},
title = {From Regularization Operators to Support Vector Kernels},
booktitle = {Advances in Neural Information Processing Systems 10, {[NIPS} Conference,
Denver, Colorado, USA, 1997]},
pages = {343--349},
publisher = {The {MIT} Press},
year = {1997},
url = {http://papers.nips.cc/paper/1372-from-regularization-operators-to-support-vector-kernels},
timestamp = {Mon, 16 May 2022 15:41:51 +0200},
biburl = {https://dblp.org/rec/conf/nips/SmolaS97.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/ScholkopfSSV97,
author = {Bernhard Sch{\"{o}}lkopf and
Patrice Y. Simard and
Alexander J. Smola and
Vladimir Vapnik},
editor = {Michael I. Jordan and
Michael J. Kearns and
Sara A. Solla},
title = {Prior Knowledge in Support Vector Kernels},
booktitle = {Advances in Neural Information Processing Systems 10, {[NIPS} Conference,
Denver, Colorado, USA, 1997]},
pages = {640--646},
publisher = {The {MIT} Press},
year = {1997},
url = {http://papers.nips.cc/paper/1457-prior-knowledge-in-support-vector-kernels},
timestamp = {Fri, 06 Mar 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/ScholkopfSSV97.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/DruckerBKSV96,
author = {Harris Drucker and
Christopher J. C. Burges and
Linda Kaufman and
Alexander J. Smola and
Vladimir Vapnik},
editor = {Michael Mozer and
Michael I. Jordan and
Thomas Petsche},
title = {Support Vector Regression Machines},
booktitle = {Advances in Neural Information Processing Systems 9, NIPS, Denver,
CO, USA, December 2-5, 1996},
pages = {155--161},
publisher = {{MIT} Press},
year = {1996},
url = {http://papers.nips.cc/paper/1238-support-vector-regression-machines},
timestamp = {Mon, 16 May 2022 15:41:51 +0200},
biburl = {https://dblp.org/rec/conf/nips/DruckerBKSV96.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/VapnikGS96,
author = {Vladimir Vapnik and
Steven E. Golowich and
Alexander J. Smola},
editor = {Michael Mozer and
Michael I. Jordan and
Thomas Petsche},
title = {Support Vector Method for Function Approximation, Regression Estimation
and Signal Processing},
booktitle = {Advances in Neural Information Processing Systems 9, NIPS, Denver,
CO, USA, December 2-5, 1996},
pages = {281--287},
publisher = {{MIT} Press},
year = {1996},
url = {http://papers.nips.cc/paper/1187-support-vector-method-for-function-approximation-regression-estimation-and-signal-processing},
timestamp = {Fri, 06 Mar 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/VapnikGS96.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
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