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ORCIDBibTeX records: Daniel Hsu 0001
@article{DBLP:journals/corr/abs-2401-16439,
author = {Daniel Hsu and
Jizhou Huang and
Brendan Juba},
title = {Polynomial time auditing of statistical subgroup fairness for Gaussian
data},
journal = {CoRR},
volume = {abs/2401.16439},
year = {2024},
url = {https://doi.org/10.48550/arXiv.2401.16439},
doi = {10.48550/ARXIV.2401.16439},
eprinttype = {arXiv},
eprint = {2401.16439},
timestamp = {Fri, 08 Mar 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2401-16439.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2402-00258,
author = {Samuel Deng and
Daniel Hsu},
title = {Multi-group Learning for Hierarchical Groups},
journal = {CoRR},
volume = {abs/2402.00258},
year = {2024},
url = {https://doi.org/10.48550/arXiv.2402.00258},
doi = {10.48550/ARXIV.2402.00258},
eprinttype = {arXiv},
eprint = {2402.00258},
timestamp = {Fri, 09 Feb 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2402-00258.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2402-09268,
author = {Clayton Sanford and
Daniel Hsu and
Matus Telgarsky},
title = {Transformers, parallel computation, and logarithmic depth},
journal = {CoRR},
volume = {abs/2402.09268},
year = {2024},
url = {https://doi.org/10.48550/arXiv.2402.09268},
doi = {10.48550/ARXIV.2402.09268},
eprinttype = {arXiv},
eprint = {2402.09268},
timestamp = {Tue, 20 Feb 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2402-09268.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/ArdeshirHS23,
author = {Navid Ardeshir and
Daniel J. Hsu and
Clayton Hendrick Sanford},
editor = {Gergely Neu and
Lorenzo Rosasco},
title = {Intrinsic dimensionality and generalization properties of the R-norm
inductive bias},
booktitle = {The Thirty Sixth Annual Conference on Learning Theory, {COLT} 2023,
12-15 July 2023, Bangalore, India},
series = {Proceedings of Machine Learning Research},
volume = {195},
pages = {3264--3303},
publisher = {{PMLR}},
year = {2023},
url = {https://proceedings.mlr.press/v195/ardeshir23a.html},
timestamp = {Wed, 06 Sep 2023 17:49:05 +0200},
biburl = {https://dblp.org/rec/conf/colt/ArdeshirHS23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/SanfordHT23,
author = {Clayton Sanford and
Daniel J. Hsu and
Matus Telgarsky},
editor = {Alice Oh and
Tristan Naumann and
Amir Globerson and
Kate Saenko and
Moritz Hardt and
Sergey Levine},
title = {Representational Strengths and Limitations of Transformers},
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/73bf692447f174984f30499ec9b20e04-Abstract-Conference.html},
timestamp = {Fri, 01 Mar 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/SanfordHT23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2306-02896,
author = {Clayton Sanford and
Daniel Hsu and
Matus Telgarsky},
title = {Representational Strengths and Limitations of Transformers},
journal = {CoRR},
volume = {abs/2306.02896},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2306.02896},
doi = {10.48550/ARXIV.2306.02896},
eprinttype = {arXiv},
eprint = {2306.02896},
timestamp = {Tue, 13 Jun 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2306-02896.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2307-04191,
author = {Daniel Hsu and
Arya Mazumdar},
title = {On the sample complexity of estimation in logistic regression},
journal = {CoRR},
volume = {abs/2307.04191},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2307.04191},
doi = {10.48550/ARXIV.2307.04191},
eprinttype = {arXiv},
eprint = {2307.04191},
timestamp = {Thu, 03 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2307-04191.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2312-15469,
author = {Gan Yuan and
Mingyue Xu and
Samory Kpotufe and
Daniel Hsu},
title = {Efficient Estimation of the Central Mean Subspace via Smoothed Gradient
Outer Products},
journal = {CoRR},
volume = {abs/2312.15469},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2312.15469},
doi = {10.48550/ARXIV.2312.15469},
eprinttype = {arXiv},
eprint = {2312.15469},
timestamp = {Wed, 10 Jan 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2312-15469.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/DerezinskiW022,
author = {Michal Derezinski and
Manfred K. Warmuth and
Daniel Hsu},
title = {Unbiased estimators for random design regression},
journal = {J. Mach. Learn. Res.},
volume = {23},
pages = {167:1--167:46},
year = {2022},
url = {http://jmlr.org/papers/v23/19-571.html},
timestamp = {Wed, 07 Jun 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/jmlr/DerezinskiW022.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aistats/DengG0M22,
author = {Samuel Deng and
Yilin Guo and
Daniel Hsu and
Debmalya Mandal},
editor = {Gustau Camps{-}Valls and
Francisco J. R. Ruiz and
Isabel Valera},
title = {Learning Tensor Representations for Meta-Learning},
booktitle = {International Conference on Artificial Intelligence and Statistics,
{AISTATS} 2022, 28-30 March 2022, Virtual Event},
series = {Proceedings of Machine Learning Research},
volume = {151},
pages = {11550--11580},
publisher = {{PMLR}},
year = {2022},
url = {https://proceedings.mlr.press/v151/deng22d.html},
timestamp = {Sat, 30 Sep 2023 09:34:08 +0200},
biburl = {https://dblp.org/rec/conf/aistats/DengG0M22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/HsuSSV22,
author = {Daniel J. Hsu and
Clayton Hendrick Sanford and
Rocco A. Servedio and
Emmanouil{-}Vasileios Vlatakis{-}Gkaragkounis},
editor = {Po{-}Ling Loh and
Maxim Raginsky},
title = {Near-Optimal Statistical Query Lower Bounds for Agnostically Learning
Intersections of Halfspaces with Gaussian Marginals},
booktitle = {Conference on Learning Theory, 2-5 July 2022, London, {UK}},
series = {Proceedings of Machine Learning Research},
volume = {178},
pages = {283--312},
publisher = {{PMLR}},
year = {2022},
url = {https://proceedings.mlr.press/v178/hsu22a.html},
timestamp = {Mon, 05 Feb 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/colt/HsuSSV22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/Tosh022,
author = {Christopher J. Tosh and
Daniel Hsu},
editor = {Kamalika Chaudhuri and
Stefanie Jegelka and
Le Song and
Csaba Szepesv{\'{a}}ri and
Gang Niu and
Sivan Sabato},
title = {Simple and near-optimal algorithms for hidden stratification and multi-group
learning},
booktitle = {International Conference on Machine Learning, {ICML} 2022, 17-23 July
2022, Baltimore, Maryland, {USA}},
series = {Proceedings of Machine Learning Research},
volume = {162},
pages = {21633--21657},
publisher = {{PMLR}},
year = {2022},
url = {https://proceedings.mlr.press/v162/tosh22a.html},
timestamp = {Tue, 12 Jul 2022 17:36:52 +0200},
biburl = {https://dblp.org/rec/conf/icml/Tosh022.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/LiuHRR22,
author = {Bingbin Liu and
Daniel J. Hsu and
Pradeep Ravikumar and
Andrej Risteski},
editor = {Sanmi Koyejo and
S. Mohamed and
A. Agarwal and
Danielle Belgrave and
K. Cho and
A. Oh},
title = {Masked Prediction: {A} Parameter Identifiability View},
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/85dd09d356ca561169b2c03e43cf305e-Abstract-Conference.html},
timestamp = {Mon, 08 Jan 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/LiuHRR22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2201-07348,
author = {Samuel Deng and
Yilin Guo and
Daniel Hsu and
Debmalya Mandal},
title = {Learning Tensor Representations for Meta-Learning},
journal = {CoRR},
volume = {abs/2201.07348},
year = {2022},
url = {https://arxiv.org/abs/2201.07348},
eprinttype = {arXiv},
eprint = {2201.07348},
timestamp = {Fri, 21 Jan 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2201-07348.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2202-05096,
author = {Daniel Hsu and
Clayton Sanford and
Rocco A. Servedio and
Emmanouil V. Vlatakis{-}Gkaragkounis},
title = {Near-Optimal Statistical Query Lower Bounds for Agnostically Learning
Intersections of Halfspaces with Gaussian Marginals},
journal = {CoRR},
volume = {abs/2202.05096},
year = {2022},
url = {https://arxiv.org/abs/2202.05096},
eprinttype = {arXiv},
eprint = {2202.05096},
timestamp = {Thu, 04 Apr 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2202-05096.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2202-09305,
author = {Bingbin Liu and
Daniel Hsu and
Pradeep Ravikumar and
Andrej Risteski},
title = {Masked prediction tasks: a parameter identifiability view},
journal = {CoRR},
volume = {abs/2202.09305},
year = {2022},
url = {https://arxiv.org/abs/2202.09305},
eprinttype = {arXiv},
eprint = {2202.09305},
timestamp = {Tue, 05 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2202-09305.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2204-07526,
author = {Rishabh Dudeja and
Daniel Hsu},
title = {Statistical-Computational Trade-offs in Tensor {PCA} and Related Problems
via Communication Complexity},
journal = {CoRR},
volume = {abs/2204.07526},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2204.07526},
doi = {10.48550/ARXIV.2204.07526},
eprinttype = {arXiv},
eprint = {2204.07526},
timestamp = {Wed, 20 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2204-07526.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2206-05317,
author = {Clayton Sanford and
Navid Ardeshir and
Daniel Hsu},
title = {Intrinsic dimensionality and generalization properties of the R-norm
inductive bias},
journal = {CoRR},
volume = {abs/2206.05317},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2206.05317},
doi = {10.48550/ARXIV.2206.05317},
eprinttype = {arXiv},
eprint = {2206.05317},
timestamp = {Mon, 20 Jun 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2206-05317.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/DudejaH21,
author = {Rishabh Dudeja and
Daniel Hsu},
title = {Statistical Query Lower Bounds for Tensor {PCA}},
journal = {J. Mach. Learn. Res.},
volume = {22},
pages = {83:1--83:51},
year = {2021},
url = {http://jmlr.org/papers/v22/20-837.html},
timestamp = {Mon, 31 Jan 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/jmlr/DudejaH21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/MuthukumarNSBHS21,
author = {Vidya Muthukumar and
Adhyyan Narang and
Vignesh Subramanian and
Mikhail Belkin and
Daniel Hsu and
Anant Sahai},
title = {Classification vs regression in overparameterized regimes: Does the
loss function matter?},
journal = {J. Mach. Learn. Res.},
volume = {22},
pages = {222:1--222:69},
year = {2021},
url = {http://jmlr.org/papers/v22/20-603.html},
timestamp = {Mon, 31 Jan 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/jmlr/MuthukumarNSBHS21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/ToshKH21,
author = {Christopher Tosh and
Akshay Krishnamurthy and
Daniel Hsu},
title = {Contrastive Estimation Reveals Topic Posterior Information to Linear
Models},
journal = {J. Mach. Learn. Res.},
volume = {22},
pages = {281:1--281:31},
year = {2021},
url = {http://jmlr.org/papers/v22/21-0089.html},
timestamp = {Mon, 31 Jan 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/jmlr/ToshKH21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tit/XuMRH21,
author = {Ji Xu and
Arian Maleki and
Kamiar Rahnama Rad and
Daniel Hsu},
title = {Consistent Risk Estimation in Moderately High-Dimensional Linear Regression},
journal = {{IEEE} Trans. Inf. Theory},
volume = {67},
number = {9},
pages = {5997--6030},
year = {2021},
url = {https://doi.org/10.1109/TIT.2021.3095375},
doi = {10.1109/TIT.2021.3095375},
timestamp = {Thu, 16 Sep 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/tit/XuMRH21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/acl-socialnlp/CaoLKHG21,
author = {Ivy Cao and
Zizhou Liu and
Giannis Karamanolakis and
Daniel Hsu and
Luis Gravano},
editor = {Lun{-}Wei Ku and
Cheng{-}Te Li},
title = {Quantifying the Effects of {COVID-19} on Restaurant Reviews},
booktitle = {Proceedings of the Ninth International Workshop on Natural Language
Processing for Social Media, SocialNLP@NAACL 2021, Online, June 10,
2021},
pages = {36--60},
publisher = {Association for Computational Linguistics},
year = {2021},
url = {https://doi.org/10.18653/v1/2021.socialnlp-1.4},
doi = {10.18653/V1/2021.SOCIALNLP-1.4},
timestamp = {Wed, 09 Mar 2022 16:53:22 +0100},
biburl = {https://dblp.org/rec/conf/acl-socialnlp/CaoLKHG21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aistats/0001MX21,
author = {Daniel Hsu and
Vidya Muthukumar and
Ji Xu},
editor = {Arindam Banerjee and
Kenji Fukumizu},
title = {On the proliferation of support vectors in high dimensions},
booktitle = {The 24th International Conference on Artificial Intelligence and Statistics,
{AISTATS} 2021, April 13-15, 2021, Virtual Event},
series = {Proceedings of Machine Learning Research},
volume = {130},
pages = {91--99},
publisher = {{PMLR}},
year = {2021},
url = {http://proceedings.mlr.press/v130/hsu21a.html},
timestamp = {Wed, 14 Apr 2021 16:51:37 +0200},
biburl = {https://dblp.org/rec/conf/aistats/0001MX21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/alt/ToshK021,
author = {Christopher Tosh and
Akshay Krishnamurthy and
Daniel Hsu},
editor = {Vitaly Feldman and
Katrina Ligett and
Sivan Sabato},
title = {Contrastive learning, multi-view redundancy, and linear models},
booktitle = {Algorithmic Learning Theory, 16-19 March 2021, Virtual Conference,
Worldwide},
series = {Proceedings of Machine Learning Research},
volume = {132},
pages = {1179--1206},
publisher = {{PMLR}},
year = {2021},
url = {http://proceedings.mlr.press/v132/tosh21a.html},
timestamp = {Fri, 26 Mar 2021 15:45:50 +0100},
biburl = {https://dblp.org/rec/conf/alt/ToshK021.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/HsuSSV21,
author = {Daniel Hsu and
Clayton Sanford and
Rocco A. Servedio and
Emmanouil V. Vlatakis{-}Gkaragkounis},
editor = {Mikhail Belkin and
Samory Kpotufe},
title = {On the Approximation Power of Two-Layer Networks of Random ReLUs},
booktitle = {Conference on Learning Theory, {COLT} 2021, 15-19 August 2021, Boulder,
Colorado, {USA}},
series = {Proceedings of Machine Learning Research},
volume = {134},
pages = {2423--2461},
publisher = {{PMLR}},
year = {2021},
url = {http://proceedings.mlr.press/v134/hsu21a.html},
timestamp = {Thu, 04 Apr 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/colt/HsuSSV21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/0001JTW21,
author = {Daniel Hsu and
Ziwei Ji and
Matus Telgarsky and
Lan Wang},
title = {Generalization bounds via distillation},
booktitle = {9th International Conference on Learning Representations, {ICLR} 2021,
Virtual Event, Austria, May 3-7, 2021},
publisher = {OpenReview.net},
year = {2021},
url = {https://openreview.net/forum?id=EGdFhBzmAwB},
timestamp = {Wed, 23 Jun 2021 17:36:39 +0200},
biburl = {https://dblp.org/rec/conf/iclr/0001JTW21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/ArdeshirSH21,
author = {Navid Ardeshir and
Clayton Sanford and
Daniel J. Hsu},
editor = {Marc'Aurelio Ranzato and
Alina Beygelzimer and
Yann N. Dauphin and
Percy Liang and
Jennifer Wortman Vaughan},
title = {Support vector machines and linear regression coincide with very high-dimensional
features},
booktitle = {Advances in Neural Information Processing Systems 34: Annual Conference
on Neural Information Processing Systems 2021, NeurIPS 2021, December
6-14, 2021, virtual},
pages = {4907--4918},
year = {2021},
url = {https://proceedings.neurips.cc/paper/2021/hash/26d4b4313a7e5828856bc0791fca39a2-Abstract.html},
timestamp = {Tue, 03 May 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/nips/ArdeshirSH21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/SimchowitzTKHLD21,
author = {Max Simchowitz and
Christopher Tosh and
Akshay Krishnamurthy and
Daniel J. Hsu and
Thodoris Lykouris and
Miroslav Dud{\'{\i}}k and
Robert E. Schapire},
editor = {Marc'Aurelio Ranzato and
Alina Beygelzimer and
Yann N. Dauphin and
Percy Liang and
Jennifer Wortman Vaughan},
title = {Bayesian decision-making under misspecified priors with applications
to meta-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 = {26382--26394},
year = {2021},
url = {https://proceedings.neurips.cc/paper/2021/hash/ddcbe25988981920c872c1787382f04d-Abstract.html},
timestamp = {Tue, 03 May 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/nips/SimchowitzTKHLD21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2102-02336,
author = {Daniel Hsu and
Clayton Sanford and
Rocco A. Servedio and
Emmanouil V. Vlatakis{-}Gkaragkounis},
title = {On the Approximation Power of Two-Layer Networks of Random ReLUs},
journal = {CoRR},
volume = {abs/2102.02336},
year = {2021},
url = {https://arxiv.org/abs/2102.02336},
eprinttype = {arXiv},
eprint = {2102.02336},
timestamp = {Thu, 04 Apr 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2102-02336.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2104-05641,
author = {Daniel Hsu and
Ziwei Ji and
Matus Telgarsky and
Lan Wang},
title = {Generalization bounds via distillation},
journal = {CoRR},
volume = {abs/2104.05641},
year = {2021},
url = {https://arxiv.org/abs/2104.05641},
eprinttype = {arXiv},
eprint = {2104.05641},
timestamp = {Mon, 19 Apr 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2104-05641.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2105-14084,
author = {Navid Ardeshir and
Clayton Sanford and
Daniel Hsu},
title = {Support vector machines and linear regression coincide with very high-dimensional
features},
journal = {CoRR},
volume = {abs/2105.14084},
year = {2021},
url = {https://arxiv.org/abs/2105.14084},
eprinttype = {arXiv},
eprint = {2105.14084},
timestamp = {Tue, 05 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2105-14084.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2107-01509,
author = {Max Simchowitz and
Christopher Tosh and
Akshay Krishnamurthy and
Daniel Hsu and
Thodoris Lykouris and
Miroslav Dud{\'{\i}}k and
Robert E. Schapire},
title = {Bayesian decision-making under misspecified priors with applications
to meta-learning},
journal = {CoRR},
volume = {abs/2107.01509},
year = {2021},
url = {https://arxiv.org/abs/2107.01509},
eprinttype = {arXiv},
eprint = {2107.01509},
timestamp = {Wed, 07 Jul 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2107-01509.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2112-12181,
author = {Christopher Tosh and
Daniel Hsu},
title = {Simple and near-optimal algorithms for hidden stratification and multi-group
learning},
journal = {CoRR},
volume = {abs/2112.12181},
year = {2021},
url = {https://arxiv.org/abs/2112.12181},
eprinttype = {arXiv},
eprint = {2112.12181},
timestamp = {Tue, 04 Jan 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2112-12181.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/simods/BelkinHX20,
author = {Mikhail Belkin and
Daniel Hsu and
Ji Xu},
title = {Two Models of Double Descent for Weak Features},
journal = {{SIAM} J. Math. Data Sci.},
volume = {2},
number = {4},
pages = {1167--1180},
year = {2020},
url = {https://doi.org/10.1137/20M1336072},
doi = {10.1137/20M1336072},
timestamp = {Thu, 16 Sep 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/simods/BelkinHX20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tcs/GuptaH20,
author = {Arushi Gupta and
Daniel Hsu},
title = {Parameter identification in Markov chain choice models},
journal = {Theor. Comput. Sci.},
volume = {808},
pages = {99--107},
year = {2020},
url = {https://doi.org/10.1016/j.tcs.2019.11.014},
doi = {10.1016/J.TCS.2019.11.014},
timestamp = {Fri, 31 Jan 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/tcs/GuptaH20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/acl-louhi/LiuKHG20,
author = {Ziyi Liu and
Giannis Karamanolakis and
Daniel Hsu and
Luis Gravano},
editor = {Eben Holderness and
Antonio Jimeno{-}Yepes and
Alberto Lavelli and
Anne{-}Lyse Minard and
James Pustejovsky and
Fabio Rinaldi},
title = {Detecting Foodborne Illness Complaints in Multiple Languages Using
English Annotations Only},
booktitle = {Proceedings of the 11th International Workshop on Health Text Mining
and Information Analysis, LOUHI@EMNLP 2020, Online, November 20, 2020},
pages = {138--146},
publisher = {Association for Computational Linguistics},
year = {2020},
url = {https://doi.org/10.18653/v1/2020.louhi-1.15},
doi = {10.18653/V1/2020.LOUHI-1.15},
timestamp = {Fri, 06 Aug 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/acl-louhi/LiuKHG20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aistats/Tosh020,
author = {Christopher Tosh and
Daniel Hsu},
editor = {Silvia Chiappa and
Roberto Calandra},
title = {Diameter-based Interactive Structure Discovery},
booktitle = {The 23rd International Conference on Artificial Intelligence and Statistics,
{AISTATS} 2020, 26-28 August 2020, Online [Palermo, Sicily, Italy]},
series = {Proceedings of Machine Learning Research},
volume = {108},
pages = {580--590},
publisher = {{PMLR}},
year = {2020},
url = {http://proceedings.mlr.press/v108/tosh20a.html},
timestamp = {Mon, 29 Jun 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/aistats/Tosh020.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/emnlp/Karamanolakis0G20,
author = {Giannis Karamanolakis and
Daniel Hsu and
Luis Gravano},
editor = {Trevor Cohn and
Yulan He and
Yang Liu},
title = {Cross-Lingual Text Classification with Minimal Resources by Transferring
a Sparse Teacher},
booktitle = {Findings of the Association for Computational Linguistics: {EMNLP}
2020, Online Event, 16-20 November 2020},
series = {Findings of {ACL}},
volume = {{EMNLP} 2020},
pages = {3604--3622},
publisher = {Association for Computational Linguistics},
year = {2020},
url = {https://doi.org/10.18653/v1/2020.findings-emnlp.323},
doi = {10.18653/V1/2020.FINDINGS-EMNLP.323},
timestamp = {Wed, 23 Mar 2022 10:11:55 +0100},
biburl = {https://dblp.org/rec/conf/emnlp/Karamanolakis0G20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/MandalDJWH20,
author = {Debmalya Mandal and
Samuel Deng and
Suman Jana and
Jeannette M. Wing and
Daniel J. Hsu},
editor = {Hugo Larochelle and
Marc'Aurelio Ranzato and
Raia Hadsell and
Maria{-}Florina Balcan and
Hsuan{-}Tien Lin},
title = {Ensuring Fairness Beyond the Training Data},
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/d6539d3b57159babf6a72e106beb45bd-Abstract.html},
timestamp = {Tue, 19 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/MandalDJWH20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sigecom/CowgillDD0VC20,
author = {Bo Cowgill and
Fabrizio Dell'Acqua and
Samuel Deng and
Daniel Hsu and
Nakul Verma and
Augustin Chaintreau},
editor = {P{\'{e}}ter Bir{\'{o}} and
Jason D. Hartline and
Michael Ostrovsky and
Ariel D. Procaccia},
title = {Biased Programmers? Or Biased Data? {A} Field Experiment in Operationalizing
{AI} Ethics},
booktitle = {{EC} '20: The 21st {ACM} Conference on Economics and Computation,
Virtual Event, Hungary, July 13-17, 2020},
pages = {679--681},
publisher = {{ACM}},
year = {2020},
url = {https://doi.org/10.1145/3391403.3399545},
doi = {10.1145/3391403.3399545},
timestamp = {Fri, 09 Feb 2024 20:36:00 +0100},
biburl = {https://dblp.org/rec/conf/sigecom/CowgillDD0VC20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2003-02234,
author = {Christopher Tosh and
Akshay Krishnamurthy and
Daniel Hsu},
title = {Contrastive estimation reveals topic posterior information to linear
models},
journal = {CoRR},
volume = {abs/2003.02234},
year = {2020},
url = {https://arxiv.org/abs/2003.02234},
eprinttype = {arXiv},
eprint = {2003.02234},
timestamp = {Mon, 01 Jun 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2003-02234.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2005-08054,
author = {Vidya Muthukumar and
Adhyyan Narang and
Vignesh Subramanian and
Mikhail Belkin and
Daniel J. Hsu and
Anant Sahai},
title = {Classification vs regression in overparameterized regimes: Does the
loss function matter?},
journal = {CoRR},
volume = {abs/2005.08054},
year = {2020},
url = {https://arxiv.org/abs/2005.08054},
eprinttype = {arXiv},
eprint = {2005.08054},
timestamp = {Fri, 22 May 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2005-08054.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2007-06029,
author = {Debmalya Mandal and
Samuel Deng and
Suman Jana and
Jeannette M. Wing and
Daniel Hsu},
title = {Ensuring Fairness Beyond the Training Data},
journal = {CoRR},
volume = {abs/2007.06029},
year = {2020},
url = {https://arxiv.org/abs/2007.06029},
eprinttype = {arXiv},
eprint = {2007.06029},
timestamp = {Mon, 20 Jul 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2007-06029.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2008-10150,
author = {Christopher Tosh and
Akshay Krishnamurthy and
Daniel Hsu},
title = {Contrastive learning, multi-view redundancy, and linear models},
journal = {CoRR},
volume = {abs/2008.10150},
year = {2020},
url = {https://arxiv.org/abs/2008.10150},
eprinttype = {arXiv},
eprint = {2008.10150},
timestamp = {Fri, 28 Aug 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2008-10150.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2009-10670,
author = {Daniel Hsu and
Vidya Muthukumar and
Ji Xu},
title = {On the proliferation of support vectors in high dimensions},
journal = {CoRR},
volume = {abs/2009.10670},
year = {2020},
url = {https://arxiv.org/abs/2009.10670},
eprinttype = {arXiv},
eprint = {2009.10670},
timestamp = {Wed, 23 Sep 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2009-10670.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2010-02562,
author = {Giannis Karamanolakis and
Daniel Hsu and
Luis Gravano},
title = {Cross-Lingual Text Classification with Minimal Resources by Transferring
a Sparse Teacher},
journal = {CoRR},
volume = {abs/2010.02562},
year = {2020},
url = {https://arxiv.org/abs/2010.02562},
eprinttype = {arXiv},
eprint = {2010.02562},
timestamp = {Mon, 12 Oct 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2010-02562.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2010-05194,
author = {Ziyi Liu and
Giannis Karamanolakis and
Daniel Hsu and
Luis Gravano},
title = {Detecting Foodborne Illness Complaints in Multiple Languages Using
English Annotations Only},
journal = {CoRR},
volume = {abs/2010.05194},
year = {2020},
url = {https://arxiv.org/abs/2010.05194},
eprinttype = {arXiv},
eprint = {2010.05194},
timestamp = {Tue, 20 Oct 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2010-05194.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2012-02394,
author = {Bo Cowgill and
Fabrizio Dell'Acqua and
Samuel Deng and
Daniel Hsu and
Nakul Verma and
Augustin Chaintreau},
title = {Biased Programmers? Or Biased Data? {A} Field Experiment in Operationalizing
{AI} Ethics},
journal = {CoRR},
volume = {abs/2012.02394},
year = {2020},
url = {https://arxiv.org/abs/2012.02394},
eprinttype = {arXiv},
eprint = {2012.02394},
timestamp = {Wed, 09 Dec 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2012-02394.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/MayGLGLBFCHKPS19,
author = {Avner May and
Alireza Bagheri Garakani and
Zhiyun Lu and
Dong Guo and
Kuan Liu and
Aur{\'{e}}lien Bellet and
Linxi Fan and
Michael Collins and
Daniel Hsu and
Brian Kingsbury and
Michael Picheny and
Fei Sha},
title = {Kernel Approximation Methods for Speech Recognition},
journal = {J. Mach. Learn. Res.},
volume = {20},
pages = {59:1--59:36},
year = {2019},
url = {http://jmlr.org/papers/v20/17-026.html},
timestamp = {Wed, 10 Jul 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/jmlr/MayGLGLBFCHKPS19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/sigops/LecuyerSVGH19,
author = {Mathias L{\'{e}}cuyer and
Riley Spahn and
Kiran Vodrahalli and
Roxana Geambasu and
Daniel Hsu},
title = {Privacy Accounting and Quality Control in the Sage Differentially
Private {ML} Platform},
journal = {{ACM} {SIGOPS} Oper. Syst. Rev.},
volume = {53},
number = {1},
pages = {75--84},
year = {2019},
url = {https://doi.org/10.1145/3352020.3352032},
doi = {10.1145/3352020.3352032},
timestamp = {Tue, 14 Jul 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/sigops/LecuyerSVGH19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aclnut/KaramanolakisHG19,
author = {Giannis Karamanolakis and
Daniel Hsu and
Luis Gravano},
editor = {Wei Xu and
Alan Ritter and
Tim Baldwin and
Afshin Rahimi},
title = {Weakly Supervised Attention Networks for Fine-Grained Opinion Mining
and Public Health},
booktitle = {Proceedings of the 5th Workshop on Noisy User-generated Text, W-NUT@EMNLP
2019, Hong Kong, China, November 4, 2019},
pages = {1--10},
publisher = {Association for Computational Linguistics},
year = {2019},
url = {https://doi.org/10.18653/v1/D19-5501},
doi = {10.18653/V1/D19-5501},
timestamp = {Thu, 05 Aug 2021 17:36:17 +0200},
biburl = {https://dblp.org/rec/conf/aclnut/KaramanolakisHG19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aistats/DerezinskiW019,
author = {Michal Derezinski and
Manfred K. Warmuth and
Daniel Hsu},
editor = {Kamalika Chaudhuri and
Masashi Sugiyama},
title = {Correcting the bias in least squares regression with volume-rescaled
sampling},
booktitle = {The 22nd International Conference on Artificial Intelligence and Statistics,
{AISTATS} 2019, 16-18 April 2019, Naha, Okinawa, Japan},
series = {Proceedings of Machine Learning Research},
volume = {89},
pages = {944--953},
publisher = {{PMLR}},
year = {2019},
url = {http://proceedings.mlr.press/v89/derezinski19a.html},
timestamp = {Fri, 07 Jun 2019 09:03:47 +0200},
biburl = {https://dblp.org/rec/conf/aistats/DerezinskiW019.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/alt/AndoniD0V19,
author = {Alexandr Andoni and
Rishabh Dudeja and
Daniel Hsu and
Kiran Vodrahalli},
editor = {Aur{\'{e}}lien Garivier and
Satyen Kale},
title = {Attribute-efficient learning of monomials over highly-correlated variables},
booktitle = {Algorithmic Learning Theory, {ALT} 2019, 22-24 March 2019, Chicago,
Illinois, {USA}},
series = {Proceedings of Machine Learning Research},
volume = {98},
pages = {127--161},
publisher = {{PMLR}},
year = {2019},
url = {http://proceedings.mlr.press/v98/andoni19a.html},
timestamp = {Wed, 29 May 2019 08:41:44 +0200},
biburl = {https://dblp.org/rec/conf/alt/AndoniD0V19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/emnlp/KaramanolakisHG19,
author = {Giannis Karamanolakis and
Daniel Hsu and
Luis Gravano},
editor = {Kentaro Inui and
Jing Jiang and
Vincent Ng and
Xiaojun Wan},
title = {Leveraging Just a Few Keywords for Fine-Grained Aspect Detection Through
Weakly Supervised Co-Training},
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},
pages = {4610--4620},
publisher = {Association for Computational Linguistics},
year = {2019},
url = {https://doi.org/10.18653/v1/D19-1468},
doi = {10.18653/V1/D19-1468},
timestamp = {Thu, 07 Apr 2022 09:14:07 +0200},
biburl = {https://dblp.org/rec/conf/emnlp/KaramanolakisHG19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/ChenTZB0019,
author = {Yucheng Chen and
Matus Telgarsky and
Chao Zhang and
Bolton Bailey and
Daniel Hsu and
Jian Peng},
editor = {Kamalika Chaudhuri and
Ruslan Salakhutdinov},
title = {A Gradual, Semi-Discrete Approach to Generative Network Training via
Explicit Wasserstein Minimization},
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 = {1071--1080},
publisher = {{PMLR}},
year = {2019},
url = {http://proceedings.mlr.press/v97/chen19h.html},
timestamp = {Wed, 10 Mar 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icml/ChenTZB0019.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/Dasgupta0PZ19,
author = {Sanjoy Dasgupta and
Daniel Hsu and
Stefanos Poulis and
Xiaojin Zhu},
editor = {Kamalika Chaudhuri and
Ruslan Salakhutdinov},
title = {Teaching a black-box learner},
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 = {1547--1555},
publisher = {{PMLR}},
year = {2019},
url = {http://proceedings.mlr.press/v97/dasgupta19a.html},
timestamp = {Tue, 11 Jun 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icml/Dasgupta0PZ19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/XuH19,
author = {Ji Xu and
Daniel J. Hsu},
editor = {Hanna M. Wallach and
Hugo Larochelle and
Alina Beygelzimer and
Florence d'Alch{\'{e}}{-}Buc and
Emily B. Fox and
Roman Garnett},
title = {On the number of variables to use in principal component regression},
booktitle = {Advances in Neural Information Processing Systems 32: Annual Conference
on Neural Information Processing Systems 2019, NeurIPS 2019, December
8-14, 2019, Vancouver, BC, Canada},
pages = {5095--5104},
year = {2019},
url = {https://proceedings.neurips.cc/paper/2019/hash/e465ae46b07058f4ab5e96b98f101756-Abstract.html},
timestamp = {Mon, 16 May 2022 15:41:51 +0200},
biburl = {https://dblp.org/rec/conf/nips/XuH19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sosp/LecuyerSVG019,
author = {Mathias L{\'{e}}cuyer and
Riley Spahn and
Kiran Vodrahalli and
Roxana Geambasu and
Daniel Hsu},
editor = {Tim Brecht and
Carey Williamson},
title = {Privacy accounting and quality control in the sage differentially
private {ML} platform},
booktitle = {Proceedings of the 27th {ACM} Symposium on Operating Systems Principles,
{SOSP} 2019, Huntsville, ON, Canada, October 27-30, 2019},
pages = {181--195},
publisher = {{ACM}},
year = {2019},
url = {https://doi.org/10.1145/3341301.3359639},
doi = {10.1145/3341301.3359639},
timestamp = {Tue, 19 Nov 2019 12:45:13 +0100},
biburl = {https://dblp.org/rec/conf/sosp/LecuyerSVG019.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sp/LecuyerAG0J19,
author = {Mathias L{\'{e}}cuyer and
Vaggelis Atlidakis and
Roxana Geambasu and
Daniel Hsu and
Suman Jana},
title = {Certified Robustness to Adversarial Examples with Differential Privacy},
booktitle = {2019 {IEEE} Symposium on Security and Privacy, {SP} 2019, San Francisco,
CA, USA, May 19-23, 2019},
pages = {656--672},
publisher = {{IEEE}},
year = {2019},
url = {https://doi.org/10.1109/SP.2019.00044},
doi = {10.1109/SP.2019.00044},
timestamp = {Wed, 16 Oct 2019 14:14:51 +0200},
biburl = {https://dblp.org/rec/conf/sp/LecuyerAG0J19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:conf/colt/2019,
editor = {Alina Beygelzimer and
Daniel Hsu},
title = {Conference on Learning Theory, {COLT} 2019, 25-28 June 2019, Phoenix,
AZ, {USA}},
series = {Proceedings of Machine Learning Research},
volume = {99},
publisher = {{PMLR}},
year = {2019},
url = {http://proceedings.mlr.press/v99/},
timestamp = {Mon, 08 Jul 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/colt/2019.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1903-07571,
author = {Mikhail Belkin and
Daniel Hsu and
Ji Xu},
title = {Two models of double descent for weak features},
journal = {CoRR},
volume = {abs/1903.07571},
year = {2019},
url = {http://arxiv.org/abs/1903.07571},
eprinttype = {arXiv},
eprint = {1903.07571},
timestamp = {Mon, 01 Apr 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1903-07571.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1906-01139,
author = {Ji Xu and
Daniel Hsu},
title = {How many variables should be entered in a principal component regression
equation?},
journal = {CoRR},
volume = {abs/1906.01139},
year = {2019},
url = {http://arxiv.org/abs/1906.01139},
eprinttype = {arXiv},
eprint = {1906.01139},
timestamp = {Fri, 14 Jun 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1906-01139.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1906-02101,
author = {Christopher Tosh and
Daniel Hsu},
title = {Diameter-based Interactive Structure Search},
journal = {CoRR},
volume = {abs/1906.02101},
year = {2019},
url = {http://arxiv.org/abs/1906.02101},
eprinttype = {arXiv},
eprint = {1906.02101},
timestamp = {Mon, 01 Jun 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1906-02101.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1906-03231,
author = {Kevin Shi and
Daniel Hsu and
Allison Bishop},
title = {A cryptographic approach to black box adversarial machine learning},
journal = {CoRR},
volume = {abs/1906.03231},
year = {2019},
url = {http://arxiv.org/abs/1906.03231},
eprinttype = {arXiv},
eprint = {1906.03231},
timestamp = {Fri, 14 Jun 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1906-03231.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1906-03471,
author = {Yucheng Chen and
Matus Telgarsky and
Chao Zhang and
Bolton Bailey and
Daniel Hsu and
Jian Peng},
title = {A gradual, semi-discrete approach to generative network training via
explicit Wasserstein minimization},
journal = {CoRR},
volume = {abs/1906.03471},
year = {2019},
url = {http://arxiv.org/abs/1906.03471},
eprinttype = {arXiv},
eprint = {1906.03471},
timestamp = {Wed, 10 Mar 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-1906-03471.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1907-03411,
author = {Michal Derezinski and
Manfred K. Warmuth and
Daniel Hsu},
title = {Unbiased estimators for random design regression},
journal = {CoRR},
volume = {abs/1907.03411},
year = {2019},
url = {http://arxiv.org/abs/1907.03411},
eprinttype = {arXiv},
eprint = {1907.03411},
timestamp = {Wed, 17 Jul 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1907-03411.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1909-00415,
author = {Giannis Karamanolakis and
Daniel Hsu and
Luis Gravano},
title = {Leveraging Just a Few Keywords for Fine-Grained Aspect Detection Through
Weakly Supervised Co-Training},
journal = {CoRR},
volume = {abs/1909.00415},
year = {2019},
url = {http://arxiv.org/abs/1909.00415},
eprinttype = {arXiv},
eprint = {1909.00415},
timestamp = {Thu, 26 Sep 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1909-00415.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1909-01502,
author = {Mathias L{\'{e}}cuyer and
Riley Spahn and
Kiran Vodrahalli and
Roxana Geambasu and
Daniel Hsu},
title = {Privacy Accounting and Quality Control in the Sage Differentially
Private {ML} Platform},
journal = {CoRR},
volume = {abs/1909.01502},
year = {2019},
url = {http://arxiv.org/abs/1909.01502},
eprinttype = {arXiv},
eprint = {1909.01502},
timestamp = {Wed, 18 Sep 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1909-01502.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1910-00054,
author = {Giannis Karamanolakis and
Daniel Hsu and
Luis Gravano},
title = {Weakly Supervised Attention Networks for Fine-Grained Opinion Mining
and Public Health},
journal = {CoRR},
volume = {abs/1910.00054},
year = {2019},
url = {http://arxiv.org/abs/1910.00054},
eprinttype = {arXiv},
eprint = {1910.00054},
timestamp = {Fri, 04 Oct 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1910-00054.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jamia/EfflandLBDRWGH18,
author = {Thomas Effland and
Anna Lawson and
Sharon Balter and
Katelynn Devinney and
Vasudha Reddy and
HaeNa Waechter and
Luis Gravano and
Daniel Hsu},
title = {Discovering foodborne illness in online restaurant reviews},
journal = {J. Am. Medical Informatics Assoc.},
volume = {25},
number = {12},
pages = {1586--1592},
year = {2018},
url = {https://doi.org/10.1093/jamia/ocx093},
doi = {10.1093/JAMIA/OCX093},
timestamp = {Mon, 11 May 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/jamia/EfflandLBDRWGH18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/DudejaH18,
author = {Rishabh Dudeja and
Daniel Hsu},
editor = {S{\'{e}}bastien Bubeck and
Vianney Perchet and
Philippe Rigollet},
title = {Learning Single-Index Models in Gaussian Space},
booktitle = {Conference On Learning Theory, {COLT} 2018, Stockholm, Sweden, 6-9
July 2018},
series = {Proceedings of Machine Learning Research},
volume = {75},
pages = {1887--1930},
publisher = {{PMLR}},
year = {2018},
url = {http://proceedings.mlr.press/v75/dudeja18a.html},
timestamp = {Mon, 08 Apr 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/colt/DudejaH18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/BelkinHM18,
author = {Mikhail Belkin and
Daniel J. Hsu and
Partha Mitra},
editor = {Samy Bengio and
Hanna M. Wallach and
Hugo Larochelle and
Kristen Grauman and
Nicol{\`{o}} Cesa{-}Bianchi and
Roman Garnett},
title = {Overfitting or perfect fitting? Risk bounds for classification and
regression rules that interpolate},
booktitle = {Advances in Neural Information Processing Systems 31: Annual Conference
on Neural Information Processing Systems 2018, NeurIPS 2018, December
3-8, 2018, Montr{\'{e}}al, Canada},
pages = {2306--2317},
year = {2018},
url = {https://proceedings.neurips.cc/paper/2018/hash/e22312179bf43e61576081a2f250f845-Abstract.html},
timestamp = {Mon, 16 May 2022 15:41:51 +0200},
biburl = {https://dblp.org/rec/conf/nips/BelkinHM18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/DerezinskiWH18,
author = {Michal Derezinski and
Manfred K. Warmuth and
Daniel J. Hsu},
editor = {Samy Bengio and
Hanna M. Wallach and
Hugo Larochelle and
Kristen Grauman and
Nicol{\`{o}} Cesa{-}Bianchi and
Roman Garnett},
title = {Leveraged volume sampling for linear regression},
booktitle = {Advances in Neural Information Processing Systems 31: Annual Conference
on Neural Information Processing Systems 2018, NeurIPS 2018, December
3-8, 2018, Montr{\'{e}}al, Canada},
pages = {2510--2519},
year = {2018},
url = {https://proceedings.neurips.cc/paper/2018/hash/2ba8698b79439589fdd2b0f7218d8b07-Abstract.html},
timestamp = {Thu, 21 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/DerezinskiWH18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/XuHM18,
author = {Ji Xu and
Daniel J. Hsu and
Arian Maleki},
editor = {Samy Bengio and
Hanna M. Wallach and
Hugo Larochelle and
Kristen Grauman and
Nicol{\`{o}} Cesa{-}Bianchi and
Roman Garnett},
title = {Benefits of over-parameterization with {EM}},
booktitle = {Advances in Neural Information Processing Systems 31: Annual Conference
on Neural Information Processing Systems 2018, NeurIPS 2018, December
3-8, 2018, Montr{\'{e}}al, Canada},
pages = {10685--10695},
year = {2018},
url = {https://proceedings.neurips.cc/paper/2018/hash/86ba98bcbd3466d253841907ba1fc725-Abstract.html},
timestamp = {Thu, 21 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/XuHM18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1802-01212,
author = {Arushi Gupta and
Jos{\'{e}} Manuel Zorrilla Matilla and
Daniel Hsu and
Zolt{\'{a}}n Haiman},
title = {Non-Gaussian information from weak lensing data via deep learning},
journal = {CoRR},
volume = {abs/1802.01212},
year = {2018},
url = {http://arxiv.org/abs/1802.01212},
eprinttype = {arXiv},
eprint = {1802.01212},
timestamp = {Thu, 14 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1802-01212.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1802-03471,
author = {Mathias L{\'{e}}cuyer and
Vaggelis Atlidakis and
Roxana Geambasu and
Daniel Hsu and
Suman Jana},
title = {On the Connection between Differential Privacy and Adversarial Robustness
in Machine Learning},
journal = {CoRR},
volume = {abs/1802.03471},
year = {2018},
url = {http://arxiv.org/abs/1802.03471},
eprinttype = {arXiv},
eprint = {1802.03471},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1802-03471.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1802-06749,
author = {Michal Derezinski and
Manfred K. Warmuth and
Daniel Hsu},
title = {Tail bounds for volume sampled linear regression},
journal = {CoRR},
volume = {abs/1802.06749},
year = {2018},
url = {http://arxiv.org/abs/1802.06749},
eprinttype = {arXiv},
eprint = {1802.06749},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1802-06749.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1806-05161,
author = {Mikhail Belkin and
Daniel Hsu and
Partha Mitra},
title = {Overfitting or perfect fitting? Risk bounds for classification and
regression rules that interpolate},
journal = {CoRR},
volume = {abs/1806.05161},
year = {2018},
url = {http://arxiv.org/abs/1806.05161},
eprinttype = {arXiv},
eprint = {1806.05161},
timestamp = {Fri, 14 Dec 2018 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-1806-05161.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1810-02453,
author = {Michal Derezinski and
Manfred K. Warmuth and
Daniel Hsu},
title = {Correcting the bias in least squares regression with volume-rescaled
sampling},
journal = {CoRR},
volume = {abs/1810.02453},
year = {2018},
url = {http://arxiv.org/abs/1810.02453},
eprinttype = {arXiv},
eprint = {1810.02453},
timestamp = {Tue, 30 Oct 2018 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-1810-02453.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1810-11344,
author = {Ji Xu and
Daniel Hsu and
Arian Maleki},
title = {Benefits of over-parameterization with {EM}},
journal = {CoRR},
volume = {abs/1810.11344},
year = {2018},
url = {http://arxiv.org/abs/1810.11344},
eprinttype = {arXiv},
eprint = {1810.11344},
timestamp = {Wed, 31 Oct 2018 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-1810-11344.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1812-11118,
author = {Mikhail Belkin and
Daniel Hsu and
Siyuan Ma and
Soumik Mandal},
title = {Reconciling modern machine learning and the bias-variance trade-off},
journal = {CoRR},
volume = {abs/1812.11118},
year = {2018},
url = {http://arxiv.org/abs/1812.11118},
eprinttype = {arXiv},
eprint = {1812.11118},
timestamp = {Thu, 03 Jan 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-1812-11118.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/siammax/MuHG17,
author = {Cun Mu and
Daniel J. Hsu and
Donald Goldfarb},
title = {Greedy Approaches to Symmetric Orthogonal Tensor Decomposition},
journal = {{SIAM} J. Matrix Anal. Appl.},
volume = {38},
number = {4},
pages = {1210--1226},
year = {2017},
url = {https://doi.org/10.1137/16M1087734},
doi = {10.1137/16M1087734},
timestamp = {Tue, 26 May 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/siammax/MuHG17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/alt/GuptaH17,
author = {Arushi Gupta and
Daniel Hsu},
editor = {Steve Hanneke and
Lev Reyzin},
title = {Parameter identification in Markov chain choice models},
booktitle = {International Conference on Algorithmic Learning Theory, {ALT} 2017,
15-17 October 2017, Kyoto University, Kyoto, Japan},
series = {Proceedings of Machine Learning Research},
volume = {76},
pages = {330--340},
publisher = {{PMLR}},
year = {2017},
url = {http://proceedings.mlr.press/v76/gupta17a.html},
timestamp = {Wed, 03 Apr 2019 18:17:23 +0200},
biburl = {https://dblp.org/rec/conf/alt/GuptaH17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/AndoniHSS17,
author = {Alexandr Andoni and
Daniel J. Hsu and
Kevin Shi and
Xiaorui Sun},
editor = {Satyen Kale and
Ohad Shamir},
title = {Correspondence retrieval},
booktitle = {Proceedings of the 30th Conference on Learning Theory, {COLT} 2017,
Amsterdam, The Netherlands, 7-10 July 2017},
series = {Proceedings of Machine Learning Research},
volume = {65},
pages = {105--126},
publisher = {{PMLR}},
year = {2017},
url = {http://proceedings.mlr.press/v65/andoni17a.html},
timestamp = {Wed, 29 May 2019 08:41:46 +0200},
biburl = {https://dblp.org/rec/conf/colt/AndoniHSS17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/eurosp/TramerAGHHHJL17,
author = {Florian Tram{\`{e}}r and
Vaggelis Atlidakis and
Roxana Geambasu and
Daniel J. Hsu and
Jean{-}Pierre Hubaux and
Mathias Humbert and
Ari Juels and
Huang Lin},
title = {FairTest: Discovering Unwarranted Associations in Data-Driven Applications},
booktitle = {2017 {IEEE} European Symposium on Security and Privacy, EuroS{\&}P
2017, Paris, France, April 26-28, 2017},
pages = {401--416},
publisher = {{IEEE}},
year = {2017},
url = {https://doi.org/10.1109/EuroSP.2017.29},
doi = {10.1109/EUROSP.2017.29},
timestamp = {Mon, 28 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/eurosp/TramerAGHHHJL17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/HsuSS17,
author = {Daniel J. Hsu and
Kevin Shi and
Xiaorui Sun},
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 = {Linear regression without correspondence},
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 = {1531--1540},
year = {2017},
url = {https://proceedings.neurips.cc/paper/2017/hash/c32d9bf27a3da7ec8163957080c8628e-Abstract.html},
timestamp = {Thu, 21 Jan 2021 13:58:27 +0100},
biburl = {https://dblp.org/rec/conf/nips/HsuSS17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/MayGLGLBFCHKPS17,
author = {Avner May and
Alireza Bagheri Garakani and
Zhiyun Lu and
Dong Guo and
Kuan Liu and
Aur{\'{e}}lien Bellet and
Linxi Fan and
Michael Collins and
Daniel J. Hsu and
Brian Kingsbury and
Michael Picheny and
Fei Sha},
title = {Kernel Approximation Methods for Speech Recognition},
journal = {CoRR},
volume = {abs/1701.03577},
year = {2017},
url = {http://arxiv.org/abs/1701.03577},
eprinttype = {arXiv},
eprint = {1701.03577},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/MayGLGLBFCHKPS17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/HsuSS17,
author = {Daniel J. Hsu and
Kevin Shi and
Xiaorui Sun},
title = {Linear regression without correspondence},
journal = {CoRR},
volume = {abs/1705.07048},
year = {2017},
url = {http://arxiv.org/abs/1705.07048},
eprinttype = {arXiv},
eprint = {1705.07048},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/HsuSS17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/MuHG17,
author = {Cun Mu and
Daniel J. Hsu and
Donald Goldfarb},
title = {Successive Rank-One Approximations for Nearly Orthogonally Decomposable
Symmetric Tensors},
journal = {CoRR},
volume = {abs/1705.10404},
year = {2017},
url = {http://arxiv.org/abs/1705.10404},
eprinttype = {arXiv},
eprint = {1705.10404},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/MuHG17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/GuptaH17,
author = {Arushi Gupta and
Daniel Hsu},
title = {Parameter identification in Markov chain choice models},
journal = {CoRR},
volume = {abs/1706.00729},
year = {2017},
url = {http://arxiv.org/abs/1706.00729},
eprinttype = {arXiv},
eprint = {1706.00729},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/GuptaH17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/MuHG17a,
author = {Cun Mu and
Daniel J. Hsu and
Donald Goldfarb},
title = {Greedy Approaches to Symmetric Orthogonal Tensor Decomposition},
journal = {CoRR},
volume = {abs/1706.01169},
year = {2017},
url = {http://arxiv.org/abs/1706.01169},
eprinttype = {arXiv},
eprint = {1706.01169},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/MuHG17a.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/AndoniGHRW17,
author = {Alexandr Andoni and
Javad Ghaderi and
Daniel J. Hsu and
Dan Rubenstein and
Omri Weinstein},
title = {Coding with asymmetric prior knowledge},
journal = {CoRR},
volume = {abs/1707.04875},
year = {2017},
url = {http://arxiv.org/abs/1707.04875},
eprinttype = {arXiv},
eprint = {1707.04875},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/AndoniGHRW17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1708-07367,
author = {Daniel J. Hsu and
Aryeh Kontorovich and
David A. Levin and
Yuval Peres and
Csaba Szepesv{\'{a}}ri},
title = {Mixing time estimation in reversible Markov chains from a single sample
path},
journal = {CoRR},
volume = {abs/1708.07367},
year = {2017},
url = {http://arxiv.org/abs/1708.07367},
eprinttype = {arXiv},
eprint = {1708.07367},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1708-07367.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/expert/AzizBCHKMSSXY16,
author = {Haris Aziz and
Elias Bareinboim and
Yejin Choi and
Daniel J. Hsu and
Shivaram Kalyanakrishnan and
Reshef Meir and
Suchi Saria and
Gerardo I. Simari and
Lirong Xia and
William Yeoh},
title = {AI's 10 to Watch},
journal = {{IEEE} Intell. Syst.},
volume = {31},
number = {1},
pages = {56--66},
year = {2016},
url = {https://doi.org/10.1109/MIS.2016.7},
doi = {10.1109/MIS.2016.7},
timestamp = {Sat, 29 Apr 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/expert/AzizBCHKMSSXY16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/HsuS16,
author = {Daniel J. Hsu and
Sivan Sabato},
title = {Loss Minimization and Parameter Estimation with Heavy Tails},
journal = {J. Mach. Learn. Res.},
volume = {17},
pages = {18:1--18:40},
year = {2016},
url = {http://jmlr.org/papers/v17/14-273.html},
timestamp = {Wed, 10 Jul 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/jmlr/HsuS16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tacl/StratosCH16,
author = {Karl Stratos and
Michael Collins and
Daniel J. Hsu},
title = {Unsupervised Part-Of-Speech Tagging with Anchor Hidden Markov Models},
journal = {Trans. Assoc. Comput. Linguistics},
volume = {4},
pages = {245--257},
year = {2016},
url = {https://doi.org/10.1162/tacl\_a\_00096},
doi = {10.1162/TACL\_A\_00096},
timestamp = {Fri, 10 Jun 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/tacl/StratosCH16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icassp/MayCHK16,
author = {Avner May and
Michael Collins and
Daniel J. Hsu and
Brian Kingsbury},
title = {Compact kernel models for acoustic modeling via random feature selection},
booktitle = {2016 {IEEE} International Conference on Acoustics, Speech and Signal
Processing, {ICASSP} 2016, Shanghai, China, March 20-25, 2016},
pages = {2424--2428},
publisher = {{IEEE}},
year = {2016},
url = {https://doi.org/10.1109/ICASSP.2016.7472112},
doi = {10.1109/ICASSP.2016.7472112},
timestamp = {Wed, 16 Oct 2019 14:14:52 +0200},
biburl = {https://dblp.org/rec/conf/icassp/MayCHK16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/XuHM16,
author = {Ji Xu and
Daniel J. Hsu and
Arian Maleki},
editor = {Daniel D. Lee and
Masashi Sugiyama and
Ulrike von Luxburg and
Isabelle Guyon and
Roman Garnett},
title = {Global Analysis of Expectation Maximization for Mixtures of Two Gaussians},
booktitle = {Advances in Neural Information Processing Systems 29: Annual Conference
on Neural Information Processing Systems 2016, December 5-10, 2016,
Barcelona, Spain},
pages = {2676--2684},
year = {2016},
url = {https://proceedings.neurips.cc/paper/2016/hash/792c7b5aae4a79e78aaeda80516ae2ac-Abstract.html},
timestamp = {Mon, 16 May 2022 15:41:51 +0200},
biburl = {https://dblp.org/rec/conf/nips/XuHM16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/BeygelzimerHLZ16,
author = {Alina Beygelzimer and
Daniel J. Hsu and
John Langford and
Chicheng Zhang},
editor = {Daniel D. Lee and
Masashi Sugiyama and
Ulrike von Luxburg and
Isabelle Guyon and
Roman Garnett},
title = {Search Improves Label for Active Learning},
booktitle = {Advances in Neural Information Processing Systems 29: Annual Conference
on Neural Information Processing Systems 2016, December 5-10, 2016,
Barcelona, Spain},
pages = {3342--3350},
year = {2016},
url = {https://proceedings.neurips.cc/paper/2016/hash/4f398cb9d6bc79ae567298335b51ba8a-Abstract.html},
timestamp = {Thu, 21 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/BeygelzimerHLZ16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/BeygelzimerHLZ16,
author = {Alina Beygelzimer and
Daniel J. Hsu and
John Langford and
Chicheng Zhang},
title = {Search Improves Label for Active Learning},
journal = {CoRR},
volume = {abs/1602.07265},
year = {2016},
url = {http://arxiv.org/abs/1602.07265},
eprinttype = {arXiv},
eprint = {1602.07265},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/BeygelzimerHLZ16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/HsuT16,
author = {Daniel J. Hsu and
Matus Telgarsky},
title = {Greedy bi-criteria approximations for k-medians and k-means},
journal = {CoRR},
volume = {abs/1607.06203},
year = {2016},
url = {http://arxiv.org/abs/1607.06203},
eprinttype = {arXiv},
eprint = {1607.06203},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/HsuT16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/XuHM16,
author = {Ji Xu and
Daniel J. Hsu and
Arian Maleki},
title = {Global analysis of Expectation Maximization for mixtures of two Gaussians},
journal = {CoRR},
volume = {abs/1608.07630},
year = {2016},
url = {http://arxiv.org/abs/1608.07630},
eprinttype = {arXiv},
eprint = {1608.07630},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/XuHM16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/algorithmica/AnandkumarFHKL15,
author = {Anima Anandkumar and
Dean P. Foster and
Daniel J. Hsu and
Sham M. Kakade and
Yi{-}Kai Liu},
title = {A Spectral Algorithm for Latent Dirichlet Allocation},
journal = {Algorithmica},
volume = {72},
number = {1},
pages = {193--214},
year = {2015},
url = {https://doi.org/10.1007/s00453-014-9909-1},
doi = {10.1007/S00453-014-9909-1},
timestamp = {Mon, 30 Nov 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/algorithmica/AnandkumarFHKL15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/SabatoSSH015,
author = {Sivan Sabato and
Shai Shalev{-}Shwartz and
Nathan Srebro and
Daniel J. Hsu and
Tong Zhang},
title = {Learning sparse low-threshold linear classifiers},
journal = {J. Mach. Learn. Res.},
volume = {16},
pages = {1275--1304},
year = {2015},
url = {https://dl.acm.org/doi/10.5555/2789272.2886791},
doi = {10.5555/2789272.2886791},
timestamp = {Thu, 02 Jun 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/jmlr/SabatoSSH015.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/AnandkumarHJK15,
author = {Animashree Anandkumar and
Daniel J. Hsu and
Majid Janzamin and
Sham M. Kakade},
title = {When are overcomplete topic models identifiable? uniqueness of tensor
tucker decompositions with structured sparsity},
journal = {J. Mach. Learn. Res.},
volume = {16},
pages = {2643--2694},
year = {2015},
url = {https://dl.acm.org/doi/10.5555/2789272.2912084},
doi = {10.5555/2789272.2912084},
timestamp = {Thu, 02 Jun 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/jmlr/AnandkumarHJK15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/siammax/MuHG15,
author = {Cun Mu and
Daniel J. Hsu and
Donald Goldfarb},
title = {Successive Rank-One Approximations for Nearly Orthogonally Decomposable
Symmetric Tensors},
journal = {{SIAM} J. Matrix Anal. Appl.},
volume = {36},
number = {4},
pages = {1638--1659},
year = {2015},
url = {https://doi.org/10.1137/15M1010890},
doi = {10.1137/15M1010890},
timestamp = {Tue, 26 May 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/siammax/MuHG15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/acl/StratosCH15,
author = {Karl Stratos and
Michael Collins and
Daniel J. Hsu},
title = {Model-based Word Embeddings from Decompositions of Count Matrices},
booktitle = {Proceedings of the 53rd Annual Meeting of the Association for Computational
Linguistics and the 7th International Joint Conference on Natural
Language Processing of the Asian Federation of Natural Language Processing,
{ACL} 2015, July 26-31, 2015, Beijing, China, Volume 1: Long Papers},
pages = {1282--1291},
publisher = {The Association for Computer Linguistics},
year = {2015},
url = {https://doi.org/10.3115/v1/p15-1124},
doi = {10.3115/V1/P15-1124},
timestamp = {Fri, 06 Aug 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/acl/StratosCH15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/alt/AnandkumarGHKT15,
author = {Anima Anandkumar and
Rong Ge and
Daniel J. Hsu and
Sham M. Kakade and
Matus Telgarsky},
editor = {Kamalika Chaudhuri and
Claudio Gentile and
Sandra Zilles},
title = {Tensor Decompositions for Learning Latent Variable Models {(A} Survey
for {ALT)}},
booktitle = {Algorithmic Learning Theory - 26th International Conference, {ALT}
2015, Banff, AB, Canada, October 4-6, 2015, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {9355},
pages = {19--38},
publisher = {Springer},
year = {2015},
url = {https://doi.org/10.1007/978-3-319-24486-0\_2},
doi = {10.1007/978-3-319-24486-0\_2},
timestamp = {Tue, 14 May 2019 10:00:51 +0200},
biburl = {https://dblp.org/rec/conf/alt/AnandkumarGHKT15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ccs/LecuyerSSCGH15,
author = {Mathias L{\'{e}}cuyer and
Riley Spahn and
Yannis Spiliopolous and
Augustin Chaintreau and
Roxana Geambasu and
Daniel J. Hsu},
editor = {Indrajit Ray and
Ninghui Li and
Christopher Kruegel},
title = {Sunlight: Fine-grained Targeting Detection at Scale with Statistical
Confidence},
booktitle = {Proceedings of the 22nd {ACM} {SIGSAC} Conference on Computer and
Communications Security, Denver, CO, USA, October 12-16, 2015},
pages = {554--566},
publisher = {{ACM}},
year = {2015},
url = {https://doi.org/10.1145/2810103.2813614},
doi = {10.1145/2810103.2813614},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/ccs/LecuyerSSCGH15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/HsuKS15,
author = {Daniel J. Hsu and
Aryeh Kontorovich and
Csaba Szepesv{\'{a}}ri},
editor = {Corinna Cortes and
Neil D. Lawrence and
Daniel D. Lee and
Masashi Sugiyama and
Roman Garnett},
title = {Mixing Time Estimation in Reversible Markov Chains from a Single Sample
Path},
booktitle = {Advances in Neural Information Processing Systems 28: Annual Conference
on Neural Information Processing Systems 2015, December 7-12, 2015,
Montreal, Quebec, Canada},
pages = {1459--1467},
year = {2015},
url = {https://proceedings.neurips.cc/paper/2015/hash/7ce3284b743aefde80ffd9aec500e085-Abstract.html},
timestamp = {Mon, 16 May 2022 15:41:51 +0200},
biburl = {https://dblp.org/rec/conf/nips/HsuKS15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/HuangAHLS15,
author = {Tzu{-}Kuo Huang and
Alekh Agarwal and
Daniel J. Hsu and
John Langford and
Robert E. Schapire},
editor = {Corinna Cortes and
Neil D. Lawrence and
Daniel D. Lee and
Masashi Sugiyama and
Roman Garnett},
title = {Efficient and Parsimonious Agnostic Active Learning},
booktitle = {Advances in Neural Information Processing Systems 28: Annual Conference
on Neural Information Processing Systems 2015, December 7-12, 2015,
Montreal, Quebec, Canada},
pages = {2755--2763},
year = {2015},
url = {https://proceedings.neurips.cc/paper/2015/hash/0d4f4805c36dc6853edfa4c7e1638b48-Abstract.html},
timestamp = {Thu, 21 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/HuangAHLS15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/waspaa/SubakanTSH15,
author = {Y. Cem S{\"{u}}bakan and
Johannes Traa and
Paris Smaragdis and
Daniel J. Hsu},
title = {Method of moments learning for left-to-right Hidden Markov models},
booktitle = {2015 {IEEE} Workshop on Applications of Signal Processing to Audio
and Acoustics, {WASPAA} 2015, New Paltz, NY, USA, October 18-21, 2015},
pages = {1--5},
publisher = {{IEEE}},
year = {2015},
url = {https://doi.org/10.1109/WASPAA.2015.7336940},
doi = {10.1109/WASPAA.2015.7336940},
timestamp = {Wed, 16 Oct 2019 14:14:57 +0200},
biburl = {https://dblp.org/rec/conf/waspaa/SubakanTSH15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/HsuKS15,
author = {Daniel J. Hsu and
Aryeh Kontorovich and
Csaba Szepesv{\'{a}}ri},
title = {Mixing Time Estimation in Reversible Markov Chains from a Single Sample
Path},
journal = {CoRR},
volume = {abs/1506.02903},
year = {2015},
url = {http://arxiv.org/abs/1506.02903},
eprinttype = {arXiv},
eprint = {1506.02903},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/HsuKS15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/HuangAHLS15,
author = {Tzu{-}Kuo Huang and
Alekh Agarwal and
Daniel J. Hsu and
John Langford and
Robert E. Schapire},
title = {Efficient and Parsimonious Agnostic Active Learning},
journal = {CoRR},
volume = {abs/1506.08669},
year = {2015},
url = {http://arxiv.org/abs/1506.08669},
eprinttype = {arXiv},
eprint = {1506.08669},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/HuangAHLS15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/TramerAGHHHJL15,
author = {Florian Tram{\`{e}}r and
Vaggelis Atlidakis and
Roxana Geambasu and
Daniel J. Hsu and
Jean{-}Pierre Hubaux and
Mathias Humbert and
Ari Juels and
Huang Lin},
title = {Discovering Unwarranted Associations in Data-Driven Applications with
the FairTest Testing Toolkit},
journal = {CoRR},
volume = {abs/1510.02377},
year = {2015},
url = {http://arxiv.org/abs/1510.02377},
eprinttype = {arXiv},
eprint = {1510.02377},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/TramerAGHHHJL15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/focm/HsuK014,
author = {Daniel J. Hsu and
Sham M. Kakade and
Tong Zhang},
title = {Random Design Analysis of Ridge Regression},
journal = {Found. Comput. Math.},
volume = {14},
number = {3},
pages = {569--600},
year = {2014},
url = {https://doi.org/10.1007/s10208-014-9192-1},
doi = {10.1007/S10208-014-9192-1},
timestamp = {Fri, 13 Mar 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/focm/HsuK014.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/AnandkumarGHK14,
author = {Animashree Anandkumar and
Rong Ge and
Daniel J. Hsu and
Sham M. Kakade},
title = {A tensor approach to learning mixed membership community models},
journal = {J. Mach. Learn. Res.},
volume = {15},
number = {1},
pages = {2239--2312},
year = {2014},
url = {https://dl.acm.org/doi/10.5555/2627435.2670323},
doi = {10.5555/2627435.2670323},
timestamp = {Thu, 02 Jun 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/jmlr/AnandkumarGHK14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/AnandkumarGHKT14,
author = {Animashree Anandkumar and
Rong Ge and
Daniel J. Hsu and
Sham M. Kakade and
Matus Telgarsky},
title = {Tensor decompositions for learning latent variable models},
journal = {J. Mach. Learn. Res.},
volume = {15},
number = {1},
pages = {2773--2832},
year = {2014},
url = {https://dl.acm.org/doi/10.5555/2627435.2697055},
doi = {10.5555/2627435.2697055},
timestamp = {Thu, 02 Jun 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/jmlr/AnandkumarGHKT14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/HsuS14,
author = {Daniel J. Hsu and
Sivan Sabato},
title = {Heavy-tailed regression with a generalized median-of-means},
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 = {37--45},
publisher = {JMLR.org},
year = {2014},
url = {http://proceedings.mlr.press/v32/hsu14.html},
timestamp = {Wed, 29 May 2019 08:41:45 +0200},
biburl = {https://dblp.org/rec/conf/icml/HsuS14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/AgarwalHKLLS14,
author = {Alekh Agarwal and
Daniel J. Hsu and
Satyen Kale and
John Langford and
Lihong Li and
Robert E. Schapire},
title = {Taming the Monster: {A} Fast and Simple Algorithm for Contextual Bandits},
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 = {1638--1646},
publisher = {JMLR.org},
year = {2014},
url = {http://proceedings.mlr.press/v32/agarwalb14.html},
timestamp = {Wed, 29 May 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icml/AgarwalHKLLS14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/ChaudhuriHS14,
author = {Kamalika Chaudhuri and
Daniel J. Hsu and
Shuang Song},
editor = {Zoubin Ghahramani and
Max Welling and
Corinna Cortes and
Neil D. Lawrence and
Kilian Q. Weinberger},
title = {The Large Margin Mechanism for Differentially Private Maximization},
booktitle = {Advances in Neural Information Processing Systems 27: Annual Conference
on Neural Information Processing Systems 2014, December 8-13 2014,
Montreal, Quebec, Canada},
pages = {1287--1295},
year = {2014},
url = {https://proceedings.neurips.cc/paper/2014/hash/5751ec3e9a4feab575962e78e006250d-Abstract.html},
timestamp = {Mon, 16 May 2022 15:41:51 +0200},
biburl = {https://dblp.org/rec/conf/nips/ChaudhuriHS14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/AgarwalBHLT14,
author = {Alekh Agarwal and
Alina Beygelzimer and
Daniel J. Hsu and
John Langford and
Matus Telgarsky},
editor = {Zoubin Ghahramani and
Max Welling and
Corinna Cortes and
Neil D. Lawrence and
Kilian Q. Weinberger},
title = {Scalable Non-linear Learning with Adaptive Polynomial Expansions},
booktitle = {Advances in Neural Information Processing Systems 27: Annual Conference
on Neural Information Processing Systems 2014, December 8-13 2014,
Montreal, Quebec, Canada},
pages = {2051--2059},
year = {2014},
url = {https://proceedings.neurips.cc/paper/2014/hash/8f1d43620bc6bb580df6e80b0dc05c48-Abstract.html},
timestamp = {Thu, 21 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/AgarwalBHLT14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/uai/StratosKCH14,
author = {Karl Stratos and
Do{-}kyum Kim and
Michael Collins and
Daniel J. Hsu},
editor = {Nevin L. Zhang and
Jin Tian},
title = {A Spectral Algorithm for Learning Class-Based n-gram Models of Natural
Language},
booktitle = {Proceedings of the Thirtieth Conference on Uncertainty in Artificial
Intelligence, {UAI} 2014, Quebec City, Quebec, Canada, July 23-27,
2014},
pages = {762--771},
publisher = {{AUAI} Press},
year = {2014},
url = {https://dslpitt.org/uai/displayArticleDetails.jsp?mmnu=1\&\#38;smnu=2\&\#38;article\_id=2512\&\#38;proceeding\_id=30},
timestamp = {Wed, 03 Feb 2021 11:09:27 +0100},
biburl = {https://dblp.org/rec/conf/uai/StratosKCH14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/AgarwalHKLLS14,
author = {Alekh Agarwal and
Daniel J. Hsu and
Satyen Kale and
John Langford and
Lihong Li and
Robert E. Schapire},
title = {Taming the Monster: {A} Fast and Simple Algorithm for Contextual Bandits},
journal = {CoRR},
volume = {abs/1402.0555},
year = {2014},
url = {http://arxiv.org/abs/1402.0555},
eprinttype = {arXiv},
eprint = {1402.0555},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/AgarwalHKLLS14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/ChaudhuriHS14,
author = {Kamalika Chaudhuri and
Daniel J. Hsu and
Shuang Song},
title = {The Large Margin Mechanism for Differentially Private Maximization},
journal = {CoRR},
volume = {abs/1409.2177},
year = {2014},
url = {http://arxiv.org/abs/1409.2177},
eprinttype = {arXiv},
eprint = {1409.2177},
timestamp = {Thu, 25 Jul 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/ChaudhuriHS14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/AgarwalBHLT14,
author = {Alekh Agarwal and
Alina Beygelzimer and
Daniel J. Hsu and
John Langford and
Matus Telgarsky},
title = {Scalable Nonlinear Learning with Adaptive Polynomial Expansions},
journal = {CoRR},
volume = {abs/1410.0440},
year = {2014},
url = {http://arxiv.org/abs/1410.0440},
eprinttype = {arXiv},
eprint = {1410.0440},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/AgarwalBHLT14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/Hsu14,
author = {Daniel J. Hsu},
title = {Weighted sampling of outer products},
journal = {CoRR},
volume = {abs/1410.4429},
year = {2014},
url = {http://arxiv.org/abs/1410.4429},
eprinttype = {arXiv},
eprint = {1410.4429},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/Hsu14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/siamjo/AgarwalFHKR13,
author = {Alekh Agarwal and
Dean P. Foster and
Daniel J. Hsu and
Sham M. Kakade and
Alexander Rakhlin},
title = {Stochastic Convex Optimization with Bandit Feedback},
journal = {{SIAM} J. Optim.},
volume = {23},
number = {1},
pages = {213--240},
year = {2013},
url = {https://doi.org/10.1137/110850827},
doi = {10.1137/110850827},
timestamp = {Mon, 08 Jun 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/siamjo/AgarwalFHKR13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/AnandkumarGHK13,
author = {Animashree Anandkumar and
Rong Ge and
Daniel J. Hsu and
Sham M. Kakade},
editor = {Shai Shalev{-}Shwartz and
Ingo Steinwart},
title = {A Tensor Spectral Approach to Learning Mixed Membership Community
Models},
booktitle = {{COLT} 2013 - The 26th Annual Conference on Learning Theory, June
12-14, 2013, Princeton University, NJ, {USA}},
series = {{JMLR} Workshop and Conference Proceedings},
volume = {30},
pages = {867--881},
publisher = {JMLR.org},
year = {2013},
url = {http://proceedings.mlr.press/v30/Anandkumar13.html},
timestamp = {Tue, 23 Jul 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/colt/AnandkumarGHK13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/AnandkumarHJK13,
author = {Animashree Anandkumar and
Daniel J. Hsu and
Adel Javanmard and
Sham M. Kakade},
title = {Learning Linear Bayesian Networks with Latent Variables},
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 = {249--257},
publisher = {JMLR.org},
year = {2013},
url = {http://proceedings.mlr.press/v28/anandkumar13.html},
timestamp = {Tue, 23 Jul 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icml/AnandkumarHJK13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/innovations/HsuK13,
author = {Daniel J. Hsu and
Sham M. Kakade},
editor = {Robert D. Kleinberg},
title = {Learning mixtures of spherical gaussians: moment methods and spectral
decompositions},
booktitle = {Innovations in Theoretical Computer Science, {ITCS} '13, Berkeley,
CA, USA, January 9-12, 2013},
pages = {11--20},
publisher = {{ACM}},
year = {2013},
url = {https://doi.org/10.1145/2422436.2422439},
doi = {10.1145/2422436.2422439},
timestamp = {Tue, 06 Nov 2018 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/innovations/HsuK13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/AnandkumarHJK13,
author = {Anima Anandkumar and
Daniel J. Hsu and
Majid Janzamin and
Sham M. Kakade},
editor = {Christopher J. C. Burges and
L{\'{e}}on Bottou and
Zoubin Ghahramani and
Kilian Q. Weinberger},
title = {When are Overcomplete Topic Models Identifiable? Uniqueness of Tensor
Tucker Decompositions with Structured Sparsity},
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 = {1986--1994},
year = {2013},
url = {https://proceedings.neurips.cc/paper/2013/hash/31b3b31a1c2f8a370206f111127c0dbd-Abstract.html},
timestamp = {Mon, 16 May 2022 15:41:51 +0200},
biburl = {https://dblp.org/rec/conf/nips/AnandkumarHJK13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/ZouHPA13,
author = {James Y. Zou and
Daniel J. Hsu and
David C. Parkes and
Ryan Prescott Adams},
editor = {Christopher J. C. Burges and
L{\'{e}}on Bottou and
Zoubin Ghahramani and
Kilian Q. Weinberger},
title = {Contrastive Learning Using Spectral Methods},
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 = {2238--2246},
year = {2013},
url = {https://proceedings.neurips.cc/paper/2013/hash/36a16a2505369e0c922b6ea7a23a56d2-Abstract.html},
timestamp = {Thu, 21 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/ZouHPA13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1302-2684,
author = {Anima Anandkumar and
Rong Ge and
Daniel J. Hsu and
Sham M. Kakade},
title = {A Tensor Spectral Approach to Learning Mixed Membership Community
Models},
journal = {CoRR},
volume = {abs/1302.2684},
year = {2013},
url = {http://arxiv.org/abs/1302.2684},
eprinttype = {arXiv},
eprint = {1302.2684},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1302-2684.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/HsuS13,
author = {Daniel J. Hsu and
Sivan Sabato},
title = {Approximate loss minimization with heavy tails},
journal = {CoRR},
volume = {abs/1307.1827},
year = {2013},
url = {http://arxiv.org/abs/1307.1827},
eprinttype = {arXiv},
eprint = {1307.1827},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/HsuS13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/AnandkumarHJK13,
author = {Animashree Anandkumar and
Daniel J. Hsu and
Majid Janzamin and
Sham M. Kakade},
title = {When are Overcomplete Topic Models Identifiable? Uniqueness of Tensor
Tucker Decompositions with Structured Sparsity},
journal = {CoRR},
volume = {abs/1308.2853},
year = {2013},
url = {http://arxiv.org/abs/1308.2853},
eprinttype = {arXiv},
eprint = {1308.2853},
timestamp = {Tue, 23 Jul 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/AnandkumarHJK13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jcss/HsuKZ12,
author = {Daniel J. Hsu and
Sham M. Kakade and
Tong Zhang},
title = {A spectral algorithm for learning Hidden Markov Models},
journal = {J. Comput. Syst. Sci.},
volume = {78},
number = {5},
pages = {1460--1480},
year = {2012},
url = {https://doi.org/10.1016/j.jcss.2011.12.025},
doi = {10.1016/J.JCSS.2011.12.025},
timestamp = {Tue, 16 Feb 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/jcss/HsuKZ12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/ChaudhuriH12,
author = {Kamalika Chaudhuri and
Daniel J. Hsu},
title = {Convergence Rates for Differentially Private Statistical Estimation},
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/663.pdf},
timestamp = {Wed, 03 Apr 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icml/ChaudhuriH12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/AnandkumarFHKL12,
author = {Anima Anandkumar and
Dean P. Foster and
Daniel J. Hsu and
Sham M. Kakade and
Yi{-}Kai Liu},
editor = {Peter L. Bartlett and
Fernando C. N. Pereira and
Christopher J. C. Burges and
L{\'{e}}on Bottou and
Kilian Q. Weinberger},
title = {A Spectral Algorithm for Latent Dirichlet Allocation},
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 = {926--934},
year = {2012},
url = {https://proceedings.neurips.cc/paper/2012/hash/15d4e891d784977cacbfcbb00c48f133-Abstract.html},
timestamp = {Mon, 16 May 2022 15:41:51 +0200},
biburl = {https://dblp.org/rec/conf/nips/AnandkumarFHKL12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/AnandkumarHHK12,
author = {Animashree Anandkumar and
Daniel J. Hsu and
Furong Huang and
Sham M. Kakade},
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 Mixtures of Tree Graphical Models},
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 = {1061--1069},
year = {2012},
url = {https://proceedings.neurips.cc/paper/2012/hash/10a7cdd970fe135cf4f7bb55c0e3b59f-Abstract.html},
timestamp = {Thu, 21 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/AnandkumarHHK12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/HsuKL12,
author = {Daniel J. Hsu and
Sham M. Kakade and
Percy Liang},
editor = {Peter L. Bartlett and
Fernando C. N. Pereira and
Christopher J. C. Burges and
L{\'{e}}on Bottou and
Kilian Q. Weinberger},
title = {Identifiability and Unmixing of Latent Parse Trees},
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 = {1520--1528},
year = {2012},
url = {https://proceedings.neurips.cc/paper/2012/hash/50c3d7614917b24303ee6a220679dab3-Abstract.html},
timestamp = {Thu, 21 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/HsuKL12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:journals/jmlr/HsuKZ12,
author = {Daniel J. Hsu and
Sham M. Kakade and
Tong Zhang},
editor = {Shie Mannor and
Nathan Srebro and
Robert C. Williamson},
title = {Random Design Analysis of Ridge Regression},
booktitle = {{COLT} 2012 - The 25th Annual Conference on Learning Theory, June
25-27, 2012, Edinburgh, Scotland},
series = {{JMLR} Proceedings},
volume = {23},
pages = {9.1--9.24},
publisher = {JMLR.org},
year = {2012},
url = {http://proceedings.mlr.press/v23/hsu12/hsu12.pdf},
timestamp = {Wed, 29 May 2019 08:41:46 +0200},
biburl = {https://dblp.org/rec/journals/jmlr/HsuKZ12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:journals/jmlr/AnandkumarHK12,
author = {Animashree Anandkumar and
Daniel J. Hsu and
Sham M. Kakade},
editor = {Shie Mannor and
Nathan Srebro and
Robert C. Williamson},
title = {A Method of Moments for Mixture Models and Hidden Markov Models},
booktitle = {{COLT} 2012 - The 25th Annual Conference on Learning Theory, June
25-27, 2012, Edinburgh, Scotland},
series = {{JMLR} Proceedings},
volume = {23},
pages = {33.1--33.34},
publisher = {JMLR.org},
year = {2012},
url = {http://proceedings.mlr.press/v23/anandkumar12/anandkumar12.pdf},
timestamp = {Wed, 29 May 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/jmlr/AnandkumarHK12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1203-0683,
author = {Animashree Anandkumar and
Daniel J. Hsu and
Sham M. Kakade},
title = {A Method of Moments for Mixture Models and Hidden Markov Models},
journal = {CoRR},
volume = {abs/1203.0683},
year = {2012},
url = {http://arxiv.org/abs/1203.0683},
eprinttype = {arXiv},
eprint = {1203.0683},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1203-0683.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1203-0697,
author = {Animashree Anandkumar and
Daniel J. Hsu and
Sham M. Kakade},
title = {Learning High-Dimensional Mixtures of Graphical Models},
journal = {CoRR},
volume = {abs/1203.0697},
year = {2012},
url = {http://arxiv.org/abs/1203.0697},
eprinttype = {arXiv},
eprint = {1203.0697},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1203-0697.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1203-3471,
author = {Kamalika Chaudhuri and
Yoav Freund and
Daniel J. Hsu},
title = {An Online Learning-based Framework for Tracking},
journal = {CoRR},
volume = {abs/1203.3471},
year = {2012},
url = {http://arxiv.org/abs/1203.3471},
eprinttype = {arXiv},
eprint = {1203.3471},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1203-3471.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1204-6703,
author = {Animashree Anandkumar and
Dean P. Foster and
Daniel J. Hsu and
Sham M. Kakade and
Yi{-}Kai Liu},
title = {Two SVDs Suffice: Spectral decompositions for probabilistic topic
modeling and latent Dirichlet allocation},
journal = {CoRR},
volume = {abs/1204.6703},
year = {2012},
url = {http://arxiv.org/abs/1204.6703},
eprinttype = {arXiv},
eprint = {1204.6703},
timestamp = {Mon, 30 Nov 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-1204-6703.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1206-3137,
author = {Daniel J. Hsu and
Sham M. Kakade and
Percy Liang},
title = {Identifiability and Unmixing of Latent Parse Trees},
journal = {CoRR},
volume = {abs/1206.3137},
year = {2012},
url = {http://arxiv.org/abs/1206.3137},
eprinttype = {arXiv},
eprint = {1206.3137},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1206-3137.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1206-5766,
author = {Daniel J. Hsu and
Sham M. Kakade},
title = {Learning Gaussian Mixture Models: Moment Methods and Spectral Decompositions},
journal = {CoRR},
volume = {abs/1206.5766},
year = {2012},
url = {http://arxiv.org/abs/1206.5766},
eprinttype = {arXiv},
eprint = {1206.5766},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1206-5766.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/DasguptaHV12,
author = {Sanjoy Dasgupta and
Daniel J. Hsu and
Nakul Verma},
title = {A concentration theorem for projections},
journal = {CoRR},
volume = {abs/1206.6813},
year = {2012},
url = {http://arxiv.org/abs/1206.6813},
eprinttype = {arXiv},
eprint = {1206.6813},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/DasguptaHV12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1209-5350,
author = {Animashree Anandkumar and
Daniel J. Hsu and
Adel Javanmard and
Sham M. Kakade},
title = {Learning Linear Bayesian Networks with Latent Variables},
journal = {CoRR},
volume = {abs/1209.5350},
year = {2012},
url = {http://arxiv.org/abs/1209.5350},
eprinttype = {arXiv},
eprint = {1209.5350},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1209-5350.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1210-7559,
author = {Anima Anandkumar and
Rong Ge and
Daniel J. Hsu and
Sham M. Kakade and
Matus Telgarsky},
title = {Tensor decompositions for learning latent variable models},
journal = {CoRR},
volume = {abs/1210.7559},
year = {2012},
url = {http://arxiv.org/abs/1210.7559},
eprinttype = {arXiv},
eprint = {1210.7559},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1210-7559.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1211-5414,
author = {Daniel J. Hsu and
Sham M. Kakade and
Tong Zhang},
title = {Analysis of a randomized approximation scheme for matrix multiplication},
journal = {CoRR},
volume = {abs/1211.5414},
year = {2012},
url = {http://arxiv.org/abs/1211.5414},
eprinttype = {arXiv},
eprint = {1211.5414},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1211-5414.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1212-3276,
author = {Sivan Sabato and
Shai Shalev{-}Shwartz and
Nathan Srebro and
Daniel J. Hsu and
Tong Zhang},
title = {Learning Sparse Low-Threshold Linear Classifiers},
journal = {CoRR},
volume = {abs/1212.3276},
year = {2012},
url = {http://arxiv.org/abs/1212.3276},
eprinttype = {arXiv},
eprint = {1212.3276},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1212-3276.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tit/HsuKZ11,
author = {Daniel J. Hsu and
Sham M. Kakade and
Tong Zhang},
title = {Robust Matrix Decomposition With Sparse Corruptions},
journal = {{IEEE} Trans. Inf. Theory},
volume = {57},
number = {11},
pages = {7221--7234},
year = {2011},
url = {https://doi.org/10.1109/TIT.2011.2158250},
doi = {10.1109/TIT.2011.2158250},
timestamp = {Tue, 10 Mar 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/tit/HsuKZ11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/AgarwalFHKR11,
author = {Alekh Agarwal and
Dean P. Foster and
Daniel J. Hsu and
Sham M. Kakade and
Alexander Rakhlin},
editor = {John Shawe{-}Taylor and
Richard S. Zemel and
Peter L. Bartlett and
Fernando C. N. Pereira and
Kilian Q. Weinberger},
title = {Stochastic convex optimization with bandit feedback},
booktitle = {Advances in Neural Information Processing Systems 24: 25th Annual
Conference on Neural Information Processing Systems 2011. Proceedings
of a meeting held 12-14 December 2011, Granada, Spain},
pages = {1035--1043},
year = {2011},
url = {https://proceedings.neurips.cc/paper/2011/hash/67e103b0761e60683e83c559be18d40c-Abstract.html},
timestamp = {Mon, 16 May 2022 15:41:51 +0200},
biburl = {https://dblp.org/rec/conf/nips/AgarwalFHKR11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/AnandkumarCHKSZ11,
author = {Animashree Anandkumar and
Kamalika Chaudhuri and
Daniel J. Hsu and
Sham M. Kakade and
Le Song and
Tong Zhang},
editor = {John Shawe{-}Taylor and
Richard S. Zemel and
Peter L. Bartlett and
Fernando C. N. Pereira and
Kilian Q. Weinberger},
title = {Spectral Methods for Learning Multivariate Latent Tree Structure},
booktitle = {Advances in Neural Information Processing Systems 24: 25th Annual
Conference on Neural Information Processing Systems 2011. Proceedings
of a meeting held 12-14 December 2011, Granada, Spain},
pages = {2025--2033},
year = {2011},
url = {https://proceedings.neurips.cc/paper/2011/hash/208e43f0e45c4c78cafadb83d2888cb6-Abstract.html},
timestamp = {Thu, 21 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/AnandkumarCHKSZ11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/uai/DudikHKKLRZ11,
author = {Miroslav Dud{\'{\i}}k and
Daniel J. Hsu and
Satyen Kale and
Nikos Karampatziakis and
John Langford and
Lev Reyzin and
Tong Zhang},
editor = {F{\'{a}}bio Gagliardi Cozman and
Avi Pfeffer},
title = {Efficient Optimal Learning for Contextual Bandits},
booktitle = {{UAI} 2011, Proceedings of the Twenty-Seventh Conference on Uncertainty
in Artificial Intelligence, Barcelona, Spain, July 14-17, 2011},
pages = {169--178},
publisher = {{AUAI} Press},
year = {2011},
url = {https://dslpitt.org/uai/displayArticleDetails.jsp?mmnu=1\&\#38;smnu=2\&\#38;article\_id=2246\&\#38;proceeding\_id=27},
timestamp = {Wed, 03 Feb 2021 11:09:03 +0100},
biburl = {https://dblp.org/rec/conf/uai/DudikHKKLRZ11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:journals/jmlr/ChaudhuriH11,
author = {Kamalika Chaudhuri and
Daniel J. Hsu},
editor = {Sham M. Kakade and
Ulrike von Luxburg},
title = {Sample Complexity Bounds for Differentially Private Learning},
booktitle = {{COLT} 2011 - The 24th Annual Conference on Learning Theory, June
9-11, 2011, Budapest, Hungary},
series = {{JMLR} Proceedings},
volume = {19},
pages = {155--186},
publisher = {JMLR.org},
year = {2011},
url = {http://proceedings.mlr.press/v19/chaudhuri11a/chaudhuri11a.pdf},
timestamp = {Wed, 29 May 2019 08:41:47 +0200},
biburl = {https://dblp.org/rec/journals/jmlr/ChaudhuriH11.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/corr/HsuK011,
author = {Daniel J. Hsu and
Sham M. Kakade and
Tong Zhang},
title = {Dimension-free tail inequalities for sums of random matrices},
journal = {CoRR},
volume = {abs/1104.1672},
year = {2011},
url = {http://arxiv.org/abs/1104.1672},
eprinttype = {arXiv},
eprint = {1104.1672},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/HsuK011.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1106-2363,
author = {Daniel J. Hsu and
Sham M. Kakade and
Tong Zhang},
title = {An Analysis of Random Design Linear Regression},
journal = {CoRR},
volume = {abs/1106.2363},
year = {2011},
url = {http://arxiv.org/abs/1106.2363},
eprinttype = {arXiv},
eprint = {1106.2363},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1106-2363.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1106-2369,
author = {Miroslav Dud{\'{\i}}k and
Daniel J. Hsu and
Satyen Kale and
Nikos Karampatziakis and
John Langford and
Lev Reyzin and
Tong Zhang},
title = {Efficient Optimal Learning for Contextual Bandits},
journal = {CoRR},
volume = {abs/1106.2369},
year = {2011},
url = {http://arxiv.org/abs/1106.2369},
eprinttype = {arXiv},
eprint = {1106.2369},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1106-2369.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1107-1283,
author = {Animashree Anandkumar and
Kamalika Chaudhuri and
Daniel J. Hsu and
Sham M. Kakade and
Le Song and
Tong Zhang},
title = {Spectral Methods for Learning Multivariate Latent Tree Structure},
journal = {CoRR},
volume = {abs/1107.1283},
year = {2011},
url = {http://arxiv.org/abs/1107.1283},
eprinttype = {arXiv},
eprint = {1107.1283},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1107-1283.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1107-1744,
author = {Alekh Agarwal and
Dean P. Foster and
Daniel J. Hsu and
Sham M. Kakade and
Alexander Rakhlin},
title = {Stochastic convex optimization with bandit feedback},
journal = {CoRR},
volume = {abs/1107.1744},
year = {2011},
url = {http://arxiv.org/abs/1107.1744},
eprinttype = {arXiv},
eprint = {1107.1744},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1107-1744.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1110-2842,
author = {Daniel J. Hsu and
Sham M. Kakade and
Tong Zhang},
title = {A tail inequality for quadratic forms of subgaussian random vectors},
journal = {CoRR},
volume = {abs/1110.2842},
year = {2011},
url = {http://arxiv.org/abs/1110.2842},
eprinttype = {arXiv},
eprint = {1110.2842},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1110-2842.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@phdthesis{DBLP:phd/basesearch/Hsu10,
author = {Daniel J. Hsu},
title = {Algorithms for active learning},
school = {University of California, San Diego, {USA}},
year = {2010},
url = {http://www.escholarship.org/uc/item/3hs1z568},
timestamp = {Thu, 15 Mar 2018 00:00:00 +0100},
biburl = {https://dblp.org/rec/phd/basesearch/Hsu10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/BeygelzimerHLZ10,
author = {Alina Beygelzimer and
Daniel J. Hsu and
John Langford and
Tong Zhang},
editor = {John D. Lafferty and
Christopher K. I. Williams and
John Shawe{-}Taylor and
Richard S. Zemel and
Aron Culotta},
title = {Agnostic Active Learning Without Constraints},
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 = {199--207},
publisher = {Curran Associates, Inc.},
year = {2010},
url = {https://proceedings.neurips.cc/paper/2010/hash/00411460f7c92d2124a67ea0f4cb5f85-Abstract.html},
timestamp = {Mon, 16 May 2022 15:41:51 +0200},
biburl = {https://dblp.org/rec/conf/nips/BeygelzimerHLZ10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/uai/ChaudhuriFH10,
author = {Kamalika Chaudhuri and
Yoav Freund and
Daniel J. Hsu},
editor = {Peter Gr{\"{u}}nwald and
Peter Spirtes},
title = {An Online Learning-based Framework for Tracking},
booktitle = {{UAI} 2010, Proceedings of the Twenty-Sixth Conference on Uncertainty
in Artificial Intelligence, Catalina Island, CA, USA, July 8-11, 2010},
pages = {101--108},
publisher = {{AUAI} Press},
year = {2010},
url = {https://dslpitt.org/uai/displayArticleDetails.jsp?mmnu=1\&\#38;smnu=2\&\#38;article\_id=2091\&\#38;proceeding\_id=26},
timestamp = {Wed, 03 Feb 2021 11:09:25 +0100},
biburl = {https://dblp.org/rec/conf/uai/ChaudhuriFH10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1006-2588,
author = {Alina Beygelzimer and
Daniel J. Hsu and
John Langford and
Tong Zhang},
title = {Agnostic Active Learning Without Constraints},
journal = {CoRR},
volume = {abs/1006.2588},
year = {2010},
url = {http://arxiv.org/abs/1006.2588},
eprinttype = {arXiv},
eprint = {1006.2588},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1006-2588.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1011-1518,
author = {Daniel J. Hsu and
Sham M. Kakade and
Tong Zhang},
title = {Robust Matrix Decomposition with Outliers},
journal = {CoRR},
volume = {abs/1011.1518},
year = {2010},
url = {http://arxiv.org/abs/1011.1518},
eprinttype = {arXiv},
eprint = {1011.1518},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1011-1518.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/HsuKZ09,
author = {Daniel J. Hsu and
Sham M. Kakade and
Tong Zhang},
title = {A Spectral Algorithm for Learning Hidden Markov Models},
booktitle = {{COLT} 2009 - The 22nd Conference on Learning Theory, Montreal, Quebec,
Canada, June 18-21, 2009},
year = {2009},
url = {http://www.cs.mcgill.ca/\%7Ecolt2009/papers/011.pdf\#page=1},
timestamp = {Thu, 04 Feb 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/colt/HsuKZ09.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/ChaudhuriFH09,
author = {Kamalika Chaudhuri and
Yoav Freund and
Daniel J. Hsu},
editor = {Yoshua Bengio and
Dale Schuurmans and
John D. Lafferty and
Christopher K. I. Williams and
Aron Culotta},
title = {A Parameter-free Hedging Algorithm},
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 = {297--305},
publisher = {Curran Associates, Inc.},
year = {2009},
url = {https://proceedings.neurips.cc/paper/2009/hash/2cbca44843a864533ec05b321ae1f9d1-Abstract.html},
timestamp = {Mon, 16 May 2022 15:41:51 +0200},
biburl = {https://dblp.org/rec/conf/nips/ChaudhuriFH09.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/HsuKLZ09,
author = {Daniel J. Hsu and
Sham M. Kakade and
John Langford and
Tong Zhang},
editor = {Yoshua Bengio and
Dale Schuurmans and
John D. Lafferty and
Christopher K. I. Williams and
Aron Culotta},
title = {Multi-Label Prediction via Compressed Sensing},
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 = {772--780},
publisher = {Curran Associates, Inc.},
year = {2009},
url = {https://proceedings.neurips.cc/paper/2009/hash/67974233917cea0e42a49a2fb7eb4cf4-Abstract.html},
timestamp = {Thu, 21 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/HsuKLZ09.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-0902-1284,
author = {Daniel J. Hsu and
Sham M. Kakade and
John Langford and
Tong Zhang},
title = {Multi-Label Prediction via Compressed Sensing},
journal = {CoRR},
volume = {abs/0902.1284},
year = {2009},
url = {http://arxiv.org/abs/0902.1284},
eprinttype = {arXiv},
eprint = {0902.1284},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-0902-1284.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-0903-2851,
author = {Kamalika Chaudhuri and
Yoav Freund and
Daniel J. Hsu},
title = {A parameter-free hedging algorithm},
journal = {CoRR},
volume = {abs/0903.2851},
year = {2009},
url = {http://arxiv.org/abs/0903.2851},
eprinttype = {arXiv},
eprint = {0903.2851},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-0903-2851.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-0903-2862,
author = {Kamalika Chaudhuri and
Yoav Freund and
Daniel J. Hsu},
title = {Tracking using explanation-based modeling},
journal = {CoRR},
volume = {abs/0903.2862},
year = {2009},
url = {http://arxiv.org/abs/0903.2862},
eprinttype = {arXiv},
eprint = {0903.2862},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-0903-2862.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/DasguptaH08,
author = {Sanjoy Dasgupta and
Daniel J. Hsu},
editor = {William W. Cohen and
Andrew McCallum and
Sam T. Roweis},
title = {Hierarchical sampling for active learning},
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 = {208--215},
publisher = {{ACM}},
year = {2008},
url = {https://doi.org/10.1145/1390156.1390183},
doi = {10.1145/1390156.1390183},
timestamp = {Tue, 06 Nov 2018 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icml/DasguptaH08.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/isaim/DasguptaHM08,
author = {Sanjoy Dasgupta and
Daniel J. Hsu and
Claire Monteleoni},
title = {A General Agnostic Active Learning Algorithm},
booktitle = {International Symposium on Artificial Intelligence and Mathematics,
{ISAIM} 2008, Fort Lauderdale, Florida, USA, January 2-4, 2008},
year = {2008},
url = {http://isaim2008.unl.edu/PAPERS/SS3-ActiveLearning/isaim08-sanjoy-dasgupta.pdf},
timestamp = {Thu, 12 Mar 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/isaim/DasguptaHM08.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-0806-4802,
author = {Yoav Freund and
Daniel J. Hsu},
title = {A new Hedging algorithm and its application to inferring latent random
variables},
journal = {CoRR},
volume = {abs/0806.4802},
year = {2008},
url = {http://arxiv.org/abs/0806.4802},
eprinttype = {arXiv},
eprint = {0806.4802},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-0806-4802.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-0811-4413,
author = {Daniel J. Hsu and
Sham M. Kakade and
Tong Zhang},
title = {A Spectral Algorithm for Learning Hidden Markov Models},
journal = {CoRR},
volume = {abs/0811.4413},
year = {2008},
url = {http://arxiv.org/abs/0811.4413},
eprinttype = {arXiv},
eprint = {0811.4413},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-0811-4413.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/DasguptaH07,
author = {Sanjoy Dasgupta and
Daniel J. Hsu},
editor = {Nader H. Bshouty and
Claudio Gentile},
title = {On-Line Estimation with the Multivariate Gaussian Distribution},
booktitle = {Learning Theory, 20th Annual Conference on Learning Theory, {COLT}
2007, San Diego, CA, USA, June 13-15, 2007, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {4539},
pages = {278--292},
publisher = {Springer},
year = {2007},
url = {https://doi.org/10.1007/978-3-540-72927-3\_21},
doi = {10.1007/978-3-540-72927-3\_21},
timestamp = {Tue, 14 May 2019 10:00:53 +0200},
biburl = {https://dblp.org/rec/conf/colt/DasguptaH07.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/DasguptaHM07,
author = {Sanjoy Dasgupta and
Daniel J. Hsu and
Claire Monteleoni},
editor = {John C. Platt and
Daphne Koller and
Yoram Singer and
Sam T. Roweis},
title = {A general agnostic active learning algorithm},
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 = {353--360},
publisher = {Curran Associates, Inc.},
year = {2007},
url = {https://proceedings.neurips.cc/paper/2007/hash/8f85517967795eeef66c225f7883bdcb-Abstract.html},
timestamp = {Mon, 16 May 2022 15:41:51 +0200},
biburl = {https://dblp.org/rec/conf/nips/DasguptaHM07.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/uai/DasguptaHV06,
author = {Sanjoy Dasgupta and
Daniel J. Hsu and
Nakul Verma},
title = {A Concentration Theorem for Projections},
booktitle = {{UAI} '06, Proceedings of the 22nd Conference in Uncertainty in Artificial
Intelligence, Cambridge, MA, USA, July 13-16, 2006},
publisher = {{AUAI} Press},
year = {2006},
url = {https://dslpitt.org/uai/displayArticleDetails.jsp?mmnu=1\&\#38;smnu=2\&\#38;article\_id=1252\&\#38;proceeding\_id=22},
timestamp = {Wed, 03 Feb 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/uai/DasguptaHV06.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/chi/DeyHBLH04,
author = {Anind K. Dey and
Raffay Hamid and
Chris Beckmann and
Ian Li and
Daniel Hsu},
editor = {Elizabeth Dykstra{-}Erickson and
Manfred Tscheligi},
title = {a CAPpella: programming by demonstration of context-aware applications},
booktitle = {Proceedings of the 2004 Conference on Human Factors in Computing Systems,
{CHI} 2004, Vienna, Austria, April 24 - 29, 2004},
pages = {33--40},
publisher = {{ACM}},
year = {2004},
url = {https://doi.org/10.1145/985692.985697},
doi = {10.1145/985692.985697},
timestamp = {Fri, 12 Mar 2021 15:27:48 +0100},
biburl = {https://dblp.org/rec/conf/chi/DeyHBLH04.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
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