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BibTeX records: Shashanka Ubaru
@inproceedings{DBLP:conf/aistats/KalantzisUWKH24, author = {Vasileios Kalantzis and Shashanka Ubaru and Chai Wah Wu and Georgios Kollias and Lior Horesh}, editor = {Sanjoy Dasgupta and Stephan Mandt and Yingzhen Li}, title = {Asynchronous Randomized Trace Estimation}, booktitle = {International Conference on Artificial Intelligence and Statistics, 2-4 May 2024, Palau de Congressos, Valencia, Spain}, series = {Proceedings of Machine Learning Research}, volume = {238}, pages = {4294--4302}, publisher = {{PMLR}}, year = {2024}, url = {https://proceedings.mlr.press/v238/kalantzis24a.html}, timestamp = {Mon, 13 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/aistats/KalantzisUWKH24.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/iclr/AkhalwayaUCSJHN24, author = {Ismail Yunus Akhalwaya and Shashanka Ubaru and Kenneth L. Clarkson and Mark S. Squillante and Vishnu Jejjala and Yang{-}Hui He and Kugendran Naidoo and Vasileios Kalantzis and Lior Horesh}, title = {Topological data analysis on noisy quantum computers}, booktitle = {The Twelfth International Conference on Learning Representations, {ICLR} 2024, Vienna, Austria, May 7-11, 2024}, publisher = {OpenReview.net}, year = {2024}, url = {https://openreview.net/forum?id=dLrhRIMVmB}, timestamp = {Mon, 29 Jul 2024 16:19:40 +0200}, biburl = {https://dblp.org/rec/conf/iclr/AkhalwayaUCSJHN24.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2401-13754, author = {Vassilis Kalantzis and Mark S. Squillante and Shashanka Ubaru and Tayfun Gokmen and Chai Wah Wu and Anshul Gupta and Haim Avron and Tomasz Nowicki and Malte J. Rasch and O. Murat Onen and Vanessa L{\'{o}}pez{-}Marrero and Effendi Leobandung and Yasuteru Kohda and Wilfried Haensch and Lior Horesh}, title = {Multi-Function Multi-Way Analog Technology for Sustainable Machine Intelligence Computation}, journal = {CoRR}, volume = {abs/2401.13754}, year = {2024}, url = {https://doi.org/10.48550/arXiv.2401.13754}, doi = {10.48550/ARXIV.2401.13754}, eprinttype = {arXiv}, eprint = {2401.13754}, timestamp = {Tue, 06 Feb 2024 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/corr/abs-2401-13754.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2404-17959, author = {Vasileios Kalantzis and Mark S. Squillante and Shashanka Ubaru}, title = {On Quantum Algorithms for Efficient Solutions of General Classes of Structured Markov Processes}, journal = {CoRR}, volume = {abs/2404.17959}, year = {2024}, url = {https://doi.org/10.48550/arXiv.2404.17959}, doi = {10.48550/ARXIV.2404.17959}, eprinttype = {arXiv}, eprint = {2404.17959}, timestamp = {Wed, 29 May 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-2404-17959.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2405-01098, author = {Liron Mor{-}Yosef and Shashanka Ubaru and Lior Horesh and Haim Avron}, title = {Multivariate trace estimation using quantum state space linear algebra}, journal = {CoRR}, volume = {abs/2405.01098}, year = {2024}, url = {https://doi.org/10.48550/arXiv.2405.01098}, doi = {10.48550/ARXIV.2405.01098}, eprinttype = {arXiv}, eprint = {2405.01098}, timestamp = {Mon, 24 Jun 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-2405-01098.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/hpec/KalantzisSWGUGH23, author = {Vasileios Kalantzis and Mark S. Squillante and Chai Wah Wu and Anshul Gupta and Shashanka Ubaru and Tayfun Gokmen and Lior Horesh}, title = {Solving Sparse Linear Systems via Flexible {GMRES} with In-Memory Analog Preconditioning}, booktitle = {{IEEE} High Performance Extreme Computing Conference, {HPEC} 2023, Boston, MA, USA, September 25-29, 2023}, pages = {1--7}, publisher = {{IEEE}}, year = {2023}, url = {https://doi.org/10.1109/HPEC58863.2023.10363502}, doi = {10.1109/HPEC58863.2023.10363502}, timestamp = {Mon, 22 Jan 2024 20:34:11 +0100}, biburl = {https://dblp.org/rec/conf/hpec/KalantzisSWGUGH23.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/icassp/KalantzisKUS23, author = {Vassilis Kalantzis and Georgios Kollias and Shashanka Ubaru and Theodoros Salonidis}, title = {Accelerating Matrix Trace Estimation by Aitken's {\(\Delta\)}\({}^{\mbox{2}}\) Process}, booktitle = {{IEEE} International Conference on Acoustics, Speech and Signal Processing {ICASSP} 2023, Rhodes Island, Greece, June 4-10, 2023}, pages = {1--5}, publisher = {{IEEE}}, year = {2023}, url = {https://doi.org/10.1109/ICASSP49357.2023.10095081}, doi = {10.1109/ICASSP49357.2023.10095081}, timestamp = {Sun, 05 Nov 2023 16:51:21 +0100}, biburl = {https://dblp.org/rec/conf/icassp/KalantzisKUS23.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/icassp/KolliasKSU23, author = {Georgios Kollias and Vassilis Kalantzis and Theodoros Salonidis and Shashanka Ubaru}, title = {Quantum Graph Transformers}, booktitle = {{IEEE} International Conference on Acoustics, Speech and Signal Processing {ICASSP} 2023, Rhodes Island, Greece, June 4-10, 2023}, pages = {1--5}, publisher = {{IEEE}}, year = {2023}, url = {https://doi.org/10.1109/ICASSP49357.2023.10096345}, doi = {10.1109/ICASSP49357.2023.10096345}, timestamp = {Sun, 05 Nov 2023 00:00:00 +0100}, biburl = {https://dblp.org/rec/conf/icassp/KolliasKSU23.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2301-10352, author = {Kenneth L. Clarkson and Shashanka Ubaru and Elizabeth Yang}, title = {Capacity Analysis of Vector Symbolic Architectures}, journal = {CoRR}, volume = {abs/2301.10352}, year = {2023}, url = {https://doi.org/10.48550/arXiv.2301.10352}, doi = {10.48550/ARXIV.2301.10352}, eprinttype = {arXiv}, eprint = {2301.10352}, timestamp = {Thu, 26 Jan 2023 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/corr/abs-2301-10352.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/sigmetrics/KalantzisSUH22, author = {Vasileios Kalantzis and Mark S. Squillante and Shashanka Ubaru and Lior Horesh}, title = {On Quantum Algorithms for Random Walks in the Nonnegative Quarter Plane}, journal = {{SIGMETRICS} Perform. Evaluation Rev.}, volume = {50}, number = {2}, pages = {42--44}, year = {2022}, url = {https://doi.org/10.1145/3561074.3561089}, doi = {10.1145/3561074.3561089}, timestamp = {Mon, 14 Aug 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/sigmetrics/KalantzisSUH22.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2201-11510, author = {Ismail Yunus Akhalwaya and Yang{-}Hui He and Lior Horesh and Vishnu Jejjala and William Kirby and Kugendran Naidoo and Shashanka Ubaru}, title = {Efficient Quantum Computation of the Fermionic Boundary Operator}, journal = {CoRR}, volume = {abs/2201.11510}, year = {2022}, url = {https://arxiv.org/abs/2201.11510}, eprinttype = {arXiv}, eprint = {2201.11510}, timestamp = {Wed, 02 Feb 2022 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/corr/abs-2201-11510.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2202-05063, author = {Paz Fink Shustin and Shashanka Ubaru and Vasileios Kalantzis and Lior Horesh and Haim Avron}, title = {PCENet: High Dimensional Surrogate Modeling for Learning Uncertainty}, journal = {CoRR}, volume = {abs/2202.05063}, year = {2022}, url = {https://arxiv.org/abs/2202.05063}, eprinttype = {arXiv}, eprint = {2202.05063}, timestamp = {Fri, 18 Feb 2022 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/corr/abs-2202-05063.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2204-01941, author = {Tyler Chen and Thomas Trogdon and Shashanka Ubaru}, title = {Randomized matrix-free quadrature for spectrum and spectral sum approximation}, journal = {CoRR}, volume = {abs/2204.01941}, year = {2022}, url = {https://doi.org/10.48550/arXiv.2204.01941}, doi = {10.48550/ARXIV.2204.01941}, eprinttype = {arXiv}, eprint = {2204.01941}, timestamp = {Wed, 06 Apr 2022 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-2204-01941.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2209-09371, author = {Ismail Yunus Akhalwaya and Shashanka Ubaru and Kenneth L. Clarkson and Mark S. Squillante and Vishnu Jejjala and Yang{-}Hui He and Kugendran Naidoo and Vasileios Kalantzis and Lior Horesh}, title = {Towards Quantum Advantage on Noisy Quantum Computers}, journal = {CoRR}, volume = {abs/2209.09371}, year = {2022}, url = {https://doi.org/10.48550/arXiv.2209.09371}, doi = {10.48550/ARXIV.2209.09371}, eprinttype = {arXiv}, eprint = {2209.09371}, timestamp = {Wed, 05 Oct 2022 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-2209-09371.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/jbi/UbaruHC21, author = {Shashanka Ubaru and Lior Horesh and Guy Cohen}, title = {Dynamic graph and polynomial chaos based models for contact tracing data analysis and optimal testing prescription}, journal = {J. Biomed. Informatics}, volume = {122}, pages = {103901}, year = {2021}, url = {https://doi.org/10.1016/j.jbi.2021.103901}, doi = {10.1016/J.JBI.2021.103901}, timestamp = {Tue, 16 Nov 2021 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/jbi/UbaruHC21.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/icassp/HuUGCHK21, author = {Dong Hu and Shashanka Ubaru and Alex Gittens and Kenneth L. Clarkson and Lior Horesh and Vassilis Kalantzis}, title = {Sparse Graph Based Sketching for Fast Numerical Linear Algebra}, booktitle = {{IEEE} International Conference on Acoustics, Speech and Signal Processing, {ICASSP} 2021, Toronto, ON, Canada, June 6-11, 2021}, pages = {3255--3259}, publisher = {{IEEE}}, year = {2021}, url = {https://doi.org/10.1109/ICASSP39728.2021.9414030}, doi = {10.1109/ICASSP39728.2021.9414030}, timestamp = {Thu, 08 Jul 2021 17:12:48 +0200}, biburl = {https://dblp.org/rec/conf/icassp/HuUGCHK21.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/icml/ChenTU21, author = {Tyler Chen and Thomas Trogdon and Shashanka Ubaru}, editor = {Marina Meila and Tong Zhang}, title = {Analysis of stochastic Lanczos quadrature for spectrum approximation}, booktitle = {Proceedings of the 38th International Conference on Machine Learning, {ICML} 2021, 18-24 July 2021, Virtual Event}, series = {Proceedings of Machine Learning Research}, volume = {139}, pages = {1728--1739}, publisher = {{PMLR}}, year = {2021}, url = {http://proceedings.mlr.press/v139/chen21s.html}, timestamp = {Wed, 25 Aug 2021 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/icml/ChenTU21.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/icml/KalantzisKUNHC21, author = {Vasileios Kalantzis and Georgios Kollias and Shashanka Ubaru and Athanasios N. Nikolakopoulos and Lior Horesh and Kenneth L. Clarkson}, editor = {Marina Meila and Tong Zhang}, title = {Projection techniques to update the truncated {SVD} of evolving matrices with applications}, booktitle = {Proceedings of the 38th International Conference on Machine Learning, {ICML} 2021, 18-24 July 2021, Virtual Event}, series = {Proceedings of Machine Learning Research}, volume = {139}, pages = {5236--5246}, publisher = {{PMLR}}, year = {2021}, url = {http://proceedings.mlr.press/v139/kalantzis21a.html}, timestamp = {Wed, 25 Aug 2021 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/icml/KalantzisKUNHC21.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/sc/ChakaravarthyPR21, author = {Venkatesan T. Chakaravarthy and Shivmaran S. Pandian and Saurabh Raje and Yogish Sabharwal and Toyotaro Suzumura and Shashanka Ubaru}, editor = {Bronis R. de Supinski and Mary W. Hall and Todd Gamblin}, title = {Efficient scaling of dynamic graph neural networks}, booktitle = {International Conference for High Performance Computing, Networking, Storage and Analysis, {SC} 2021, St. Louis, Missouri, USA, November 14-19, 2021}, pages = {77}, publisher = {{ACM}}, year = {2021}, url = {https://doi.org/10.1145/3458817.3480858}, doi = {10.1145/3458817.3480858}, timestamp = {Tue, 08 Nov 2022 16:03:02 +0100}, biburl = {https://dblp.org/rec/conf/sc/ChakaravarthyPR21.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/sdm/MalikUHKA21, author = {Osman Asif Malik and Shashanka Ubaru and Lior Horesh and Misha E. Kilmer and Haim Avron}, editor = {Carlotta Demeniconi and Ian Davidson}, title = {Dynamic Graph Convolutional Networks Using the Tensor M-Product}, booktitle = {Proceedings of the 2021 {SIAM} International Conference on Data Mining, {SDM} 2021, Virtual Event, April 29 - May 1, 2021}, pages = {729--737}, publisher = {{SIAM}}, year = {2021}, url = {https://doi.org/10.1137/1.9781611976700.82}, doi = {10.1137/1.9781611976700.82}, timestamp = {Sat, 30 Sep 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/sdm/MalikUHKA21.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2102-05758, author = {Dong Hu and Shashanka Ubaru and Alex Gittens and Kenneth L. Clarkson and Lior Horesh and Vassilis Kalantzis}, title = {Sparse graph based sketching for fast numerical linear algebra}, journal = {CoRR}, volume = {abs/2102.05758}, year = {2021}, url = {https://arxiv.org/abs/2102.05758}, eprinttype = {arXiv}, eprint = {2102.05758}, timestamp = {Thu, 18 Feb 2021 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/corr/abs-2102-05758.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2105-06595, author = {Tyler Chen and Thomas Trogdon and Shashanka Ubaru}, title = {Analysis of stochastic Lanczos quadrature for spectrum approximation}, journal = {CoRR}, volume = {abs/2105.06595}, year = {2021}, url = {https://arxiv.org/abs/2105.06595}, eprinttype = {arXiv}, eprint = {2105.06595}, timestamp = {Tue, 18 May 2021 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-2105-06595.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2108-02811, author = {Shashanka Ubaru and Ismail Yunus Akhalwaya and Mark S. Squillante and Kenneth L. Clarkson and Lior Horesh}, title = {Quantum Topological Data Analysis with Linear Depth and Exponential Speedup}, journal = {CoRR}, volume = {abs/2108.02811}, year = {2021}, url = {https://arxiv.org/abs/2108.02811}, eprinttype = {arXiv}, eprint = {2108.02811}, timestamp = {Wed, 11 Aug 2021 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-2108-02811.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2109-07893, author = {Venkatesan T. Chakaravarthy and Shivmaran S. Pandian and Saurabh Raje and Yogish Sabharwal and Toyotaro Suzumura and Shashanka Ubaru}, title = {Efficient Scaling of Dynamic Graph Neural Networks}, journal = {CoRR}, volume = {abs/2109.07893}, year = {2021}, url = {https://arxiv.org/abs/2109.07893}, eprinttype = {arXiv}, eprint = {2109.07893}, timestamp = {Wed, 22 Sep 2021 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-2109-07893.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/algorithms/FanSUS20, author = {Tiffany Fan and David I. Shuman and Shashanka Ubaru and Yousef Saad}, title = {Spectrum-Adapted Polynomial Approximation for Matrix Functions with Applications in Graph Signal Processing}, journal = {Algorithms}, volume = {13}, number = {11}, pages = {295}, year = {2020}, url = {https://doi.org/10.3390/a13110295}, doi = {10.3390/A13110295}, timestamp = {Thu, 16 Sep 2021 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/algorithms/FanSUS20.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/nips/UbaruDMG20, author = {Shashanka Ubaru and Sanjeeb Dash and Arya Mazumdar and Oktay G{\"{u}}nl{\"{u}}k}, editor = {Hugo Larochelle and Marc'Aurelio Ranzato and Raia Hadsell and Maria{-}Florina Balcan and Hsuan{-}Tien Lin}, title = {Multilabel Classification by Hierarchical Partitioning and Data-dependent Grouping}, 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/fea16e782bc1b1240e4b3c797012e289-Abstract.html}, timestamp = {Tue, 19 Jan 2021 00:00:00 +0100}, biburl = {https://dblp.org/rec/conf/nips/UbaruDMG20.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2006-14084, author = {Shashanka Ubaru and Sanjeeb Dash and Arya Mazumdar and Oktay G{\"{u}}nl{\"{u}}k}, title = {Multilabel Classification by Hierarchical Partitioning and Data-dependent Grouping}, journal = {CoRR}, volume = {abs/2006.14084}, year = {2020}, url = {https://arxiv.org/abs/2006.14084}, eprinttype = {arXiv}, eprint = {2006.14084}, timestamp = {Wed, 01 Jul 2020 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-2006-14084.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2009-04971, author = {Shashanka Ubaru and Lior Horesh and Guy Cohen}, title = {Dynamic graph based epidemiological model for {COVID-19} contact tracing data analysis and optimal testing prescription}, journal = {CoRR}, volume = {abs/2009.04971}, year = {2020}, url = {https://arxiv.org/abs/2009.04971}, eprinttype = {arXiv}, eprint = {2009.04971}, timestamp = {Fri, 18 Sep 2020 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-2009-04971.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2010-06392, author = {Vassilis Kalantzis and Georgios Kollias and Shashanka Ubaru and Athanasios N. Nikolakopoulos and Lior Horesh and Kenneth L. Clarkson}, title = {Projection techniques to update the truncated {SVD} of evolving matrices}, journal = {CoRR}, volume = {abs/2010.06392}, year = {2020}, url = {https://arxiv.org/abs/2010.06392}, eprinttype = {arXiv}, eprint = {2010.06392}, timestamp = {Tue, 20 Oct 2020 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-2010-06392.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/nla/UbaruS19, author = {Shashanka Ubaru and Yousef Saad}, title = {Sampling and multilevel coarsening algorithms for fast matrix approximations}, journal = {Numer. Linear Algebra Appl.}, volume = {26}, number = {3}, year = {2019}, url = {https://doi.org/10.1002/nla.2234}, doi = {10.1002/NLA.2234}, timestamp = {Thu, 14 Oct 2021 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/nla/UbaruS19.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/icassp/FanSUS19, author = {Li Fan and David I Shuman and Shashanka Ubaru and Yousef Saad}, title = {Spectrum-adapted Polynomial Approximation for Matrix Functions}, booktitle = {{IEEE} International Conference on Acoustics, Speech and Signal Processing, {ICASSP} 2019, Brighton, United Kingdom, May 12-17, 2019}, pages = {4933--4937}, publisher = {{IEEE}}, year = {2019}, url = {https://doi.org/10.1109/ICASSP.2019.8683179}, doi = {10.1109/ICASSP.2019.8683179}, timestamp = {Wed, 16 Oct 2019 14:14:52 +0200}, biburl = {https://dblp.org/rec/conf/icassp/FanSUS19.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/sdm/UbaruSS19, author = {Shashanka Ubaru and Abd{-}Krim Seghouane and Yousef Saad}, editor = {Tanya Y. Berger{-}Wolf and Nitesh V. Chawla}, title = {Find the dimension that counts: Fast dimension estimation and Krylov {PCA}}, booktitle = {Proceedings of the 2019 {SIAM} International Conference on Data Mining, {SDM} 2019, Calgary, Alberta, Canada, May 2-4, 2019}, pages = {720--728}, publisher = {{SIAM}}, year = {2019}, url = {https://doi.org/10.1137/1.9781611975673.81}, doi = {10.1137/1.9781611975673.81}, timestamp = {Mon, 28 Aug 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/sdm/UbaruSS19.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-1910-07643, author = {Osman Asif Malik and Shashanka Ubaru and Lior Horesh and Misha E. Kilmer and Haim Avron}, title = {Tensor Graph Convolutional Networks for Prediction on Dynamic Graphs}, journal = {CoRR}, volume = {abs/1910.07643}, year = {2019}, url = {http://arxiv.org/abs/1910.07643}, eprinttype = {arXiv}, eprint = {1910.07643}, timestamp = {Tue, 22 Oct 2019 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-1910-07643.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/innovations/MuscoNSUW18, author = {Cameron Musco and Praneeth Netrapalli and Aaron Sidford and Shashanka Ubaru and David P. Woodruff}, editor = {Anna R. Karlin}, title = {Spectrum Approximation Beyond Fast Matrix Multiplication: Algorithms and Hardness}, booktitle = {9th Innovations in Theoretical Computer Science Conference, {ITCS} 2018, January 11-14, 2018, Cambridge, MA, {USA}}, series = {LIPIcs}, volume = {94}, pages = {8:1--8:21}, publisher = {Schloss Dagstuhl - Leibniz-Zentrum f{\"{u}}r Informatik}, year = {2018}, url = {https://doi.org/10.4230/LIPIcs.ITCS.2018.8}, doi = {10.4230/LIPICS.ITCS.2018.8}, timestamp = {Tue, 11 Feb 2020 15:52:14 +0100}, biburl = {https://dblp.org/rec/conf/innovations/MuscoNSUW18.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-1806-00534, author = {Anastasios Kyrillidis and Shashanka Ubaru and Georgios Kollias and Kristofer E. Bouchard}, title = {Run Procrustes, Run! On the convergence of accelerated Procrustes Flow}, journal = {CoRR}, volume = {abs/1806.00534}, year = {2018}, url = {http://arxiv.org/abs/1806.00534}, eprinttype = {arXiv}, eprint = {1806.00534}, timestamp = {Mon, 13 Aug 2018 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-1806-00534.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-1808-09506, author = {Li Fan and David I Shuman and Shashanka Ubaru and Yousef Saad}, title = {Spectrum-Adapted Polynomial Approximation for Matrix Functions}, journal = {CoRR}, volume = {abs/1808.09506}, year = {2018}, url = {http://arxiv.org/abs/1808.09506}, eprinttype = {arXiv}, eprint = {1808.09506}, timestamp = {Mon, 03 Sep 2018 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-1808-09506.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-1810-03733, author = {Shashanka Ubaru and Abd{-}Krim Seghouane and Yousef Saad}, title = {Find the dimension that counts: Fast dimension estimation and Krylov {PCA}}, journal = {CoRR}, volume = {abs/1810.03733}, year = {2018}, url = {http://arxiv.org/abs/1810.03733}, eprinttype = {arXiv}, eprint = {1810.03733}, timestamp = {Tue, 30 Oct 2018 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/corr/abs-1810-03733.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/neco/UbaruSS17, author = {Shashanka Ubaru and Abd{-}Krim Seghouane and Yousef Saad}, title = {Improving the Incoherence of a Learned Dictionary via Rank Shrinkage}, journal = {Neural Comput.}, volume = {29}, number = {1}, pages = {263--285}, year = {2017}, url = {https://doi.org/10.1162/NECO\_a\_00907}, doi = {10.1162/NECO\_A\_00907}, timestamp = {Thu, 23 Jun 2022 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/neco/UbaruSS17.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/neco/UbaruSS17a, author = {Shashanka Ubaru and Yousef Saad and Abd{-}Krim Seghouane}, title = {Fast Estimation of Approximate Matrix Ranks Using Spectral Densities}, journal = {Neural Comput.}, volume = {29}, number = {5}, pages = {1317--1351}, year = {2017}, url = {https://doi.org/10.1162/NECO\_a\_00951}, doi = {10.1162/NECO\_A\_00951}, timestamp = {Thu, 23 Jun 2022 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/neco/UbaruSS17a.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/siammax/Ubaru0S17, author = {Shashanka Ubaru and Jie Chen and Yousef Saad}, title = {Fast Estimation of tr(f(A)) via Stochastic Lanczos Quadrature}, journal = {{SIAM} J. Matrix Anal. Appl.}, volume = {38}, number = {4}, pages = {1075--1099}, year = {2017}, url = {https://doi.org/10.1137/16M1104974}, doi = {10.1137/16M1104974}, timestamp = {Thu, 14 Oct 2021 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/siammax/Ubaru0S17.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/tit/UbaruMS17, author = {Shashanka Ubaru and Arya Mazumdar and Yousef Saad}, title = {Low Rank Approximation and Decomposition of Large Matrices Using Error Correcting Codes}, journal = {{IEEE} Trans. Inf. Theory}, volume = {63}, number = {9}, pages = {5544--5558}, year = {2017}, url = {https://doi.org/10.1109/TIT.2017.2723898}, doi = {10.1109/TIT.2017.2723898}, timestamp = {Thu, 14 Oct 2021 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/tit/UbaruMS17.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/hpcse/UbaruS17, author = {Shashanka Ubaru and Yousef Saad}, editor = {Tom{\'{a}}s Kozubek and Martin Cerm{\'{a}}k and Petr Tich{\'{y}} and Radim Blaheta and Jakub S{\'{\i}}stek and Dalibor Luk{\'{a}}s and Jir{\'{\i}} Jaros}, title = {Applications of Trace Estimation Techniques}, booktitle = {High Performance Computing in Science and Engineering - Third International Conference, {HPCSE} 2017, Karolinka, Czech Republic, May 22-25, 2017, Revised Selected Papers}, series = {Lecture Notes in Computer Science}, volume = {11087}, pages = {19--33}, publisher = {Springer}, year = {2017}, url = {https://doi.org/10.1007/978-3-319-97136-0\_2}, doi = {10.1007/978-3-319-97136-0\_2}, timestamp = {Thu, 14 Oct 2021 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/hpcse/UbaruS17.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/icml/UbaruM17, author = {Shashanka Ubaru and Arya Mazumdar}, editor = {Doina Precup and Yee Whye Teh}, title = {Multilabel Classification with Group Testing and Codes}, booktitle = {Proceedings of the 34th International Conference on Machine Learning, {ICML} 2017, Sydney, NSW, Australia, 6-11 August 2017}, series = {Proceedings of Machine Learning Research}, volume = {70}, pages = {3492--3501}, publisher = {{PMLR}}, year = {2017}, url = {http://proceedings.mlr.press/v70/ubaru17a.html}, timestamp = {Wed, 29 May 2019 08:41:45 +0200}, biburl = {https://dblp.org/rec/conf/icml/UbaruM17.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/icmla/UbaruWB17, author = {Shashanka Ubaru and Kesheng Wu and Kristofer E. Bouchard}, editor = {Xuewen Chen and Bo Luo and Feng Luo and Vasile Palade and M. Arif Wani}, title = {UoI-NMF Cluster: {A} Robust Nonnegative Matrix Factorization Algorithm for Improved Parts-Based Decomposition and Reconstruction of Noisy Data}, booktitle = {16th {IEEE} International Conference on Machine Learning and Applications, {ICMLA} 2017, Cancun, Mexico, December 18-21, 2017}, pages = {241--248}, publisher = {{IEEE}}, year = {2017}, url = {https://doi.org/10.1109/ICMLA.2017.0-152}, doi = {10.1109/ICMLA.2017.0-152}, timestamp = {Tue, 20 Aug 2024 07:54:44 +0200}, biburl = {https://dblp.org/rec/conf/icmla/UbaruWB17.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/nips/BouchardBRUPSMC17, author = {Kristofer E. Bouchard and Alejandro F. Bujan and Farbod Roosta{-}Khorasani and Shashanka Ubaru and Prabhat and Antoine Snijders and Jian{-}Hua Mao and Edward F. Chang and Michael W. Mahoney and Sharmodeep Bhattacharyya}, 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 = {Union of Intersections (UoI) for Interpretable Data Driven Discovery and Prediction}, 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 = {1078--1086}, year = {2017}, url = {https://proceedings.neurips.cc/paper/2017/hash/788d986905533aba051261497ecffcbb-Abstract.html}, timestamp = {Thu, 21 Jan 2021 13:58:27 +0100}, biburl = {https://dblp.org/rec/conf/nips/BouchardBRUPSMC17.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/MuscoNSUW17, author = {Cameron Musco and Praneeth Netrapalli and Aaron Sidford and Shashanka Ubaru and David P. Woodruff}, title = {Spectrum Approximation Beyond Fast Matrix Multiplication: Algorithms and Hardness}, journal = {CoRR}, volume = {abs/1704.04163}, year = {2017}, url = {http://arxiv.org/abs/1704.04163}, eprinttype = {arXiv}, eprint = {1704.04163}, timestamp = {Mon, 13 Aug 2018 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/MuscoNSUW17.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-1711-00439, author = {Shashanka Ubaru and Yousef Saad}, title = {Sampling and multilevel coarsening algorithms for fast matrix approximations}, journal = {CoRR}, volume = {abs/1711.00439}, year = {2017}, url = {http://arxiv.org/abs/1711.00439}, eprinttype = {arXiv}, eprint = {1711.00439}, timestamp = {Mon, 13 Aug 2018 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-1711-00439.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/icml/UbaruS16, author = {Shashanka Ubaru and Yousef Saad}, editor = {Maria{-}Florina Balcan and Kilian Q. Weinberger}, title = {Fast methods for estimating the Numerical rank of large matrices}, booktitle = {Proceedings of the 33nd International Conference on Machine Learning, {ICML} 2016, New York City, NY, USA, June 19-24, 2016}, series = {{JMLR} Workshop and Conference Proceedings}, volume = {48}, pages = {468--477}, publisher = {JMLR.org}, year = {2016}, url = {http://proceedings.mlr.press/v48/ubaru16.html}, timestamp = {Wed, 29 May 2019 08:41:46 +0200}, biburl = {https://dblp.org/rec/conf/icml/UbaruS16.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/isit/UbaruMB16, author = {Shashanka Ubaru and Arya Mazumdar and Alexander Barg}, title = {Group testing schemes from low-weight codewords of {BCH} codes}, booktitle = {{IEEE} International Symposium on Information Theory, {ISIT} 2016, Barcelona, Spain, July 10-15, 2016}, pages = {2863--2867}, publisher = {{IEEE}}, year = {2016}, url = {https://doi.org/10.1109/ISIT.2016.7541822}, doi = {10.1109/ISIT.2016.7541822}, timestamp = {Wed, 16 Oct 2019 14:14:48 +0200}, biburl = {https://dblp.org/rec/conf/isit/UbaruMB16.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/UbaruSS16, author = {Shashanka Ubaru and Yousef Saad and Abd{-}Krim Seghouane}, title = {Fast estimation of approximate matrix ranks using spectral densities}, journal = {CoRR}, volume = {abs/1608.05754}, year = {2016}, url = {http://arxiv.org/abs/1608.05754}, eprinttype = {arXiv}, eprint = {1608.05754}, timestamp = {Mon, 13 Aug 2018 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/UbaruSS16.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/icml/UbaruMS15, author = {Shashanka Ubaru and Arya Mazumdar and Yousef Saad}, editor = {Francis R. Bach and David M. Blei}, title = {Low Rank Approximation using Error Correcting Coding Matrices}, booktitle = {Proceedings of the 32nd International Conference on Machine Learning, {ICML} 2015, Lille, France, 6-11 July 2015}, series = {{JMLR} Workshop and Conference Proceedings}, volume = {37}, pages = {702--710}, publisher = {JMLR.org}, year = {2015}, url = {http://proceedings.mlr.press/v37/ubaru15.html}, timestamp = {Wed, 29 May 2019 08:41:45 +0200}, biburl = {https://dblp.org/rec/conf/icml/UbaruMS15.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/UbaruMS15, author = {Shashanka Ubaru and Arya Mazumdar and Yousef Saad}, title = {Low rank approximation and decomposition of large matrices using error correcting codes}, journal = {CoRR}, volume = {abs/1512.09156}, year = {2015}, url = {http://arxiv.org/abs/1512.09156}, eprinttype = {arXiv}, eprint = {1512.09156}, timestamp = {Mon, 13 Aug 2018 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/UbaruMS15.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
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