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@article{DBLP:journals/tit/HeBE24, author = {Ye He and Krishnakumar Balasubramanian and Murat A. Erdogdu}, title = {An Analysis of Transformed Unadjusted Langevin Algorithm for Heavy-Tailed Sampling}, journal = {{IEEE} Trans. Inf. Theory}, volume = {70}, number = {1}, pages = {571--593}, year = {2024}, url = {https://doi.org/10.1109/TIT.2023.3318152}, doi = {10.1109/TIT.2023.3318152}, timestamp = {Sat, 13 Jan 2024 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/tit/HeBE24.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2403-19720, author = {Yanhao Jin and Krishnakumar Balasubramanian and Debashis Paul}, title = {Meta-Learning with Generalized Ridge Regression: High-dimensional Asymptotics, Optimality and Hyper-covariance Estimation}, journal = {CoRR}, volume = {abs/2403.19720}, year = {2024}, url = {https://doi.org/10.48550/arXiv.2403.19720}, doi = {10.48550/ARXIV.2403.19720}, eprinttype = {arXiv}, eprint = {2403.19720}, timestamp = {Thu, 11 Apr 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-2403-19720.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2405-19463, author = {Xuxing Chen and Abhishek Roy and Yifan Hu and Krishnakumar Balasubramanian}, title = {Stochastic Optimization Algorithms for Instrumental Variable Regression with Streaming Data}, journal = {CoRR}, volume = {abs/2405.19463}, year = {2024}, url = {https://doi.org/10.48550/arXiv.2405.19463}, doi = {10.48550/ARXIV.2405.19463}, eprinttype = {arXiv}, eprint = {2405.19463}, timestamp = {Tue, 06 Aug 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-2405-19463.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/informsjop/NguyenB23, author = {Anthony Nguyen and Krishnakumar Balasubramanian}, title = {Stochastic Zeroth-Order Functional Constrained Optimization: Oracle Complexity and Applications}, journal = {{INFORMS} J. Optim.}, volume = {5}, number = {3}, pages = {256--272}, year = {2023}, url = {https://doi.org/10.1287/ijoo.2022.0085}, doi = {10.1287/IJOO.2022.0085}, timestamp = {Sat, 16 Mar 2024 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/informsjop/NguyenB23.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/jgo/WangBMR23, author = {Zhongruo Wang and Krishnakumar Balasubramanian and Shiqian Ma and Meisam Razaviyayn}, title = {Zeroth-order algorithms for nonconvex-strongly-concave minimax problems with improved complexities}, journal = {J. Glob. Optim.}, volume = {87}, number = {2}, pages = {709--740}, year = {2023}, url = {https://doi.org/10.1007/s10898-022-01160-0}, doi = {10.1007/S10898-022-01160-0}, timestamp = {Tue, 28 Nov 2023 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/jgo/WangBMR23.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/mor/LiBM23, author = {Jiaxiang Li and Krishnakumar Balasubramanian and Shiqian Ma}, title = {Stochastic Zeroth-Order Riemannian Derivative Estimation and Optimization}, journal = {Math. Oper. Res.}, volume = {48}, number = {2}, pages = {1183--1211}, year = {2023}, url = {https://doi.org/10.1287/moor.2022.1302}, doi = {10.1287/MOOR.2022.1302}, timestamp = {Mon, 28 Aug 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/mor/LiBM23.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/nips/LiuG0P23, author = {Tianle Liu and Promit Ghosal and Krishnakumar Balasubramanian and Natesh S. Pillai}, editor = {Alice Oh and Tristan Naumann and Amir Globerson and Kate Saenko and Moritz Hardt and Sergey Levine}, title = {Towards Understanding the Dynamics of Gaussian-Stein Variational Gradient Descent}, 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/c0ae487420ebc8d0ed7c541b4e3f09d4-Abstract-Conference.html}, timestamp = {Fri, 01 Mar 2024 00:00:00 +0100}, biburl = {https://dblp.org/rec/conf/nips/LiuG0P23.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/uai/XiaoC0G23, author = {Tesi Xiao and Xuxing Chen and Krishnakumar Balasubramanian and Saeed Ghadimi}, editor = {Robin J. Evans and Ilya Shpitser}, title = {A one-sample decentralized proximal algorithm for non-convex stochastic composite optimization}, booktitle = {Uncertainty in Artificial Intelligence, {UAI} 2023, July 31 - 4 August 2023, Pittsburgh, PA, {USA}}, series = {Proceedings of Machine Learning Research}, volume = {216}, pages = {2324--2334}, publisher = {{PMLR}}, year = {2023}, url = {https://proceedings.mlr.press/v216/xiao23a.html}, timestamp = {Mon, 28 Aug 2023 17:23:08 +0200}, biburl = {https://dblp.org/rec/conf/uai/XiaoC0G23.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2302-09766, author = {Tesi Xiao and Xuxing Chen and Krishnakumar Balasubramanian and Saeed Ghadimi}, title = {A One-Sample Decentralized Proximal Algorithm for Non-Convex Stochastic Composite Optimization}, journal = {CoRR}, volume = {abs/2302.09766}, year = {2023}, url = {https://doi.org/10.48550/arXiv.2302.09766}, doi = {10.48550/ARXIV.2302.09766}, eprinttype = {arXiv}, eprint = {2302.09766}, timestamp = {Mon, 13 Mar 2023 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/corr/abs-2302-09766.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2303-00570, author = {Ye He and Tyler Farghly and Krishnakumar Balasubramanian and Murat A. Erdogdu}, title = {Mean-Square Analysis of Discretized It{\^{o}} Diffusions for Heavy-tailed Sampling}, journal = {CoRR}, volume = {abs/2303.00570}, year = {2023}, url = {https://doi.org/10.48550/arXiv.2303.00570}, doi = {10.48550/ARXIV.2303.00570}, eprinttype = {arXiv}, eprint = {2303.00570}, timestamp = {Wed, 19 Apr 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-2303-00570.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2304-05398, author = {Michael Diao and Krishnakumar Balasubramanian and Sinho Chewi and Adil Salim}, title = {Forward-backward Gaussian variational inference via {JKO} in the Bures-Wasserstein Space}, journal = {CoRR}, volume = {abs/2304.05398}, year = {2023}, url = {https://doi.org/10.48550/arXiv.2304.05398}, doi = {10.48550/ARXIV.2304.05398}, eprinttype = {arXiv}, eprint = {2304.05398}, timestamp = {Tue, 02 May 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-2304-05398.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2305-14076, author = {Tianle Liu and Promit Ghosal and Krishnakumar Balasubramanian and Natesh S. Pillai}, title = {Towards Understanding the Dynamics of Gaussian-Stein Variational Gradient Descent}, journal = {CoRR}, volume = {abs/2305.14076}, year = {2023}, url = {https://doi.org/10.48550/arXiv.2305.14076}, doi = {10.48550/ARXIV.2305.14076}, eprinttype = {arXiv}, eprint = {2305.14076}, timestamp = {Tue, 06 Jun 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-2305-14076.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2306-12067, author = {Xuxing Chen and Tesi Xiao and Krishnakumar Balasubramanian}, title = {Optimal Algorithms for Stochastic Bilevel Optimization under Relaxed Smoothness Conditions}, journal = {CoRR}, volume = {abs/2306.12067}, year = {2023}, url = {https://doi.org/10.48550/arXiv.2306.12067}, doi = {10.48550/ARXIV.2306.12067}, eprinttype = {arXiv}, eprint = {2306.12067}, timestamp = {Fri, 23 Jun 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-2306-12067.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2306-16308, author = {Krishnakumar Balasubramanian and Larry Goldstein and Nathan Ross and Adil Salim}, title = {Gaussian random field approximation via Stein's method with applications to wide random neural networks}, journal = {CoRR}, volume = {abs/2306.16308}, year = {2023}, url = {https://doi.org/10.48550/arXiv.2306.16308}, doi = {10.48550/ARXIV.2306.16308}, eprinttype = {arXiv}, eprint = {2306.16308}, timestamp = {Mon, 03 Jul 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-2306-16308.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2307-05384, author = {Xuxing Chen and Krishnakumar Balasubramanian and Saeed Ghadimi}, title = {Stochastic Nested Compositional Bi-level Optimization for Robust Feature Learning}, journal = {CoRR}, volume = {abs/2307.05384}, year = {2023}, url = {https://doi.org/10.48550/arXiv.2307.05384}, doi = {10.48550/ARXIV.2307.05384}, eprinttype = {arXiv}, eprint = {2307.05384}, timestamp = {Thu, 27 Jul 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-2307-05384.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2308-01481, author = {Abhishek Roy and Krishnakumar Balasubramanian}, title = {Online covariance estimation for stochastic gradient descent under Markovian sampling}, journal = {CoRR}, volume = {abs/2308.01481}, year = {2023}, url = {https://doi.org/10.48550/arXiv.2308.01481}, doi = {10.48550/ARXIV.2308.01481}, eprinttype = {arXiv}, eprint = {2308.01481}, timestamp = {Thu, 24 Aug 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-2308-01481.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2309-14506, author = {Jiaxiang Li and Krishnakumar Balasubramanian and Shiqian Ma}, title = {Zeroth-order Riemannian Averaging Stochastic Approximation Algorithms}, journal = {CoRR}, volume = {abs/2309.14506}, year = {2023}, url = {https://doi.org/10.48550/arXiv.2309.14506}, doi = {10.48550/ARXIV.2309.14506}, eprinttype = {arXiv}, eprint = {2309.14506}, timestamp = {Tue, 17 Oct 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-2309-14506.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2310-01687, author = {Xuxing Chen and Krishnakumar Balasubramanian and Promit Ghosal and Bhavya Agrawalla}, title = {From Stability to Chaos: Analyzing Gradient Descent Dynamics in Quadratic Regression}, journal = {CoRR}, volume = {abs/2310.01687}, year = {2023}, url = {https://doi.org/10.48550/arXiv.2310.01687}, doi = {10.48550/ARXIV.2310.01687}, eprinttype = {arXiv}, eprint = {2310.01687}, timestamp = {Thu, 19 Oct 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-2310-01687.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/focm/Balasubramanian22, author = {Krishnakumar Balasubramanian and Saeed Ghadimi}, title = {Zeroth-Order Nonconvex Stochastic Optimization: Handling Constraints, High Dimensionality, and Saddle Points}, journal = {Found. Comput. Math.}, volume = {22}, number = {1}, pages = {35--76}, year = {2022}, url = {https://doi.org/10.1007/s10208-021-09499-8}, doi = {10.1007/S10208-021-09499-8}, timestamp = {Mon, 13 Mar 2023 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/focm/Balasubramanian22.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/jmlr/00050GM22, author = {Abhishek Roy and Krishnakumar Balasubramanian and Saeed Ghadimi and Prasant Mohapatra}, title = {Stochastic Zeroth-Order Optimization under Nonstationarity and Nonconvexity}, journal = {J. Mach. Learn. Res.}, volume = {23}, pages = {64:1--64:47}, year = {2022}, url = {http://jmlr.org/papers/v23/19-750.html}, timestamp = {Wed, 07 Jun 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/jmlr/00050GM22.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/jmlr/Hacquard0BLP22, author = {Olympio Hacquard and Krishnakumar Balasubramanian and Gilles Blanchard and Cl{\'{e}}ment Levrard and Wolfgang Polonik}, title = {Topologically penalized regression on manifolds}, journal = {J. Mach. Learn. Res.}, volume = {23}, pages = {161:1--161:39}, year = {2022}, url = {http://jmlr.org/papers/v23/21-1270.html}, timestamp = {Wed, 07 Jun 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/jmlr/Hacquard0BLP22.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/orl/XiaoBG22, author = {Tesi Xiao and Krishnakumar Balasubramanian and Saeed Ghadimi}, title = {Improved complexities for stochastic conditional gradient methods under interpolation-like conditions}, journal = {Oper. Res. Lett.}, volume = {50}, number = {2}, pages = {184--189}, year = {2022}, url = {https://doi.org/10.1016/j.orl.2022.01.015}, doi = {10.1016/J.ORL.2022.01.015}, timestamp = {Mon, 13 Mar 2023 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/orl/XiaoBG22.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/siamjo/Balasubramanian22, author = {Krishnakumar Balasubramanian and Saeed Ghadimi and Anthony Nguyen}, title = {Stochastic Multilevel Composition Optimization Algorithms with Level-Independent Convergence Rates}, journal = {{SIAM} J. Optim.}, volume = {32}, number = {2}, pages = {519--544}, year = {2022}, url = {https://doi.org/10.1137/21m1406222}, doi = {10.1137/21M1406222}, timestamp = {Mon, 13 Mar 2023 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/siamjo/Balasubramanian22.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/suscom/SakthivelKBKG22, author = {Kalimuthukumar Sakthivel and Rajesh Krishnasamy and Kannapiran Balasubramanian and Vijayakumar Krishnakumar and Manikandan Ganesan}, title = {A revolutionary Partial Resonant Inverter and doubler rectifier with {MPPT} based on Sliding Mode Controller for harvesting Solar photovoltaic sources}, journal = {Sustain. Comput. Informatics Syst.}, volume = {36}, pages = {100811}, year = {2022}, url = {https://doi.org/10.1016/j.suscom.2022.100811}, doi = {10.1016/J.SUSCOM.2022.100811}, timestamp = {Sat, 30 Sep 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/suscom/SakthivelKBKG22.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/tit/GhoshBY22, author = {Subhroshekhar Ghosh and Krishnakumar Balasubramanian and Xiaochuan Yang}, title = {Fractal Gaussian Networks: {A} Sparse Random Graph Model Based on Gaussian Multiplicative Chaos}, journal = {{IEEE} Trans. Inf. Theory}, volume = {68}, number = {5}, pages = {3234--3252}, year = {2022}, url = {https://doi.org/10.1109/TIT.2022.3145197}, doi = {10.1109/TIT.2022.3145197}, timestamp = {Mon, 13 Mar 2023 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/tit/GhoshBY22.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/colt/VuralYBVE22, author = {Nuri Mert Vural and Lu Yu and Krishnakumar Balasubramanian and Stanislav Volgushev and Murat A. Erdogdu}, editor = {Po{-}Ling Loh and Maxim Raginsky}, title = {Mirror Descent Strikes Again: Optimal Stochastic Convex Optimization under Infinite Noise Variance}, booktitle = {Conference on Learning Theory, 2-5 July 2022, London, {UK}}, series = {Proceedings of Machine Learning Research}, volume = {178}, pages = {65--102}, publisher = {{PMLR}}, year = {2022}, url = {https://proceedings.mlr.press/v178/vural22a.html}, timestamp = {Wed, 19 Apr 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/colt/VuralYBVE22.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/nips/00050G22, author = {Abhishek Roy and Krishnakumar Balasubramanian and Saeed Ghadimi}, editor = {Sanmi Koyejo and S. Mohamed and A. Agarwal and Danielle Belgrave and K. Cho and A. Oh}, title = {Constrained Stochastic Nonconvex Optimization with State-dependent Markov Data}, 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/93b11b5128ced940120f41ce9b216f39-Abstract-Conference.html}, timestamp = {Mon, 08 Jan 2024 00:00:00 +0100}, biburl = {https://dblp.org/rec/conf/nips/00050G22.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/nips/Xiao0G22, author = {Tesi Xiao and Krishnakumar Balasubramanian and Saeed Ghadimi}, editor = {Sanmi Koyejo and S. Mohamed and A. Agarwal and Danielle Belgrave and K. Cho and A. Oh}, title = {A Projection-free Algorithm for Constrained Stochastic Multi-level Composition Optimization}, 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/7e16384b94a1c7e4462a70bb8fb93ca9-Abstract-Conference.html}, timestamp = {Mon, 08 Jan 2024 00:00:00 +0100}, biburl = {https://dblp.org/rec/conf/nips/Xiao0G22.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2202-11632, author = {Nuri Mert Vural and Lu Yu and Krishnakumar Balasubramanian and Stanislav Volgushev and Murat A. Erdogdu}, title = {Mirror Descent Strikes Again: Optimal Stochastic Convex Optimization under Infinite Noise Variance}, journal = {CoRR}, volume = {abs/2202.11632}, year = {2022}, url = {https://arxiv.org/abs/2202.11632}, eprinttype = {arXiv}, eprint = {2202.11632}, timestamp = {Wed, 19 Apr 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-2202-11632.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2206-11346, author = {Abhishek Roy and Krishnakumar Balasubramanian and Saeed Ghadimi}, title = {Projection-free Constrained Stochastic Nonconvex Optimization with State-dependent Markov Data}, journal = {CoRR}, volume = {abs/2206.11346}, year = {2022}, url = {https://doi.org/10.48550/arXiv.2206.11346}, doi = {10.48550/ARXIV.2206.11346}, eprinttype = {arXiv}, eprint = {2206.11346}, timestamp = {Mon, 13 Mar 2023 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/corr/abs-2206-11346.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2210-12839, author = {Xuxing Chen and Minhui Huang and Shiqian Ma and Krishnakumar Balasubramanian}, title = {Decentralized Stochastic Bilevel Optimization with Improved Per-Iteration Complexity}, journal = {CoRR}, volume = {abs/2210.12839}, year = {2022}, url = {https://doi.org/10.48550/arXiv.2210.12839}, doi = {10.48550/ARXIV.2210.12839}, eprinttype = {arXiv}, eprint = {2210.12839}, timestamp = {Wed, 19 Apr 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-2210-12839.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2211-07861, author = {Ye He and Krishnakumar Balasubramanian and Bharath K. Sriperumbudur and Jianfeng Lu}, title = {Regularized Stein Variational Gradient Flow}, journal = {CoRR}, volume = {abs/2211.07861}, year = {2022}, url = {https://doi.org/10.48550/arXiv.2211.07861}, doi = {10.48550/ARXIV.2211.07861}, eprinttype = {arXiv}, eprint = {2211.07861}, timestamp = {Mon, 13 Mar 2023 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/corr/abs-2211-07861.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/jmlr/Balasubramanian21, author = {Krishnakumar Balasubramanian and Tong Li and Ming Yuan}, title = {On the Optimality of Kernel-Embedding Based Goodness-of-Fit Tests}, journal = {J. Mach. Learn. Res.}, volume = {22}, pages = {1:1--1:45}, year = {2021}, url = {http://jmlr.org/papers/v22/17-570.html}, timestamp = {Fri, 02 Feb 2024 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/jmlr/Balasubramanian21.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/jmlr/Balasubramanian21a, author = {Krishnakumar Balasubramanian}, title = {Nonparametric Modeling of Higher-Order Interactions via Hypergraphons}, journal = {J. Mach. Learn. Res.}, volume = {22}, pages = {146:1--146:35}, year = {2021}, url = {http://jmlr.org/papers/v22/19-941.html}, timestamp = {Wed, 19 Apr 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/jmlr/Balasubramanian21a.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/soco/SivasankarKB21, author = {E. Sivasankar and K. Krishnakumari and P. Balasubramanian}, title = {An enhanced sentiment dictionary for domain adaptation with multi-domain dataset in Tamil language {(ESD-DA)}}, journal = {Soft Comput.}, volume = {25}, number = {5}, pages = {3697--3711}, year = {2021}, url = {https://doi.org/10.1007/s00500-020-05400-x}, doi = {10.1007/S00500-020-05400-X}, timestamp = {Wed, 02 Mar 2022 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/soco/SivasankarKB21.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/nips/RoyBE21, author = {Abhishek Roy and Krishnakumar Balasubramanian and Murat A. Erdogdu}, editor = {Marc'Aurelio Ranzato and Alina Beygelzimer and Yann N. Dauphin and Percy Liang and Jennifer Wortman Vaughan}, title = {On Empirical Risk Minimization with Dependent and Heavy-Tailed Data}, booktitle = {Advances in Neural Information Processing Systems 34: Annual Conference on Neural Information Processing Systems 2021, NeurIPS 2021, December 6-14, 2021, virtual}, pages = {8913--8926}, year = {2021}, url = {https://proceedings.neurips.cc/paper/2021/hash/4afa19649ae378da31a423bcd78a97c8-Abstract.html}, timestamp = {Tue, 14 Mar 2023 00:00:00 +0100}, biburl = {https://dblp.org/rec/conf/nips/RoyBE21.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/nips/YuBVE21, author = {Lu Yu and Krishnakumar Balasubramanian and Stanislav Volgushev and Murat A. Erdogdu}, editor = {Marc'Aurelio Ranzato and Alina Beygelzimer and Yann N. Dauphin and Percy Liang and Jennifer Wortman Vaughan}, title = {An Analysis of Constant Step Size {SGD} in the Non-convex Regime: Asymptotic Normality and Bias}, booktitle = {Advances in Neural Information Processing Systems 34: Annual Conference on Neural Information Processing Systems 2021, NeurIPS 2021, December 6-14, 2021, virtual}, pages = {4234--4248}, year = {2021}, url = {https://proceedings.neurips.cc/paper/2021/hash/21ce689121e39821d07d04faab328370-Abstract.html}, timestamp = {Wed, 19 Apr 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/nips/YuBVE21.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2102-05198, author = {Yanhao Jin and Tesi Xiao and Krishnakumar Balasubramanian}, title = {Statistical Inference for Polyak-Ruppert Averaged Zeroth-order Stochastic Gradient Algorithm}, journal = {CoRR}, volume = {abs/2102.05198}, year = {2021}, url = {https://arxiv.org/abs/2102.05198}, eprinttype = {arXiv}, eprint = {2102.05198}, timestamp = {Mon, 13 Mar 2023 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/corr/abs-2102-05198.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2105-08678, author = {Krishnakumar Balasubramanian}, title = {Nonparametric Modeling of Higher-Order Interactions via Hypergraphons}, journal = {CoRR}, volume = {abs/2105.08678}, year = {2021}, url = {https://arxiv.org/abs/2105.08678}, eprinttype = {arXiv}, eprint = {2105.08678}, timestamp = {Wed, 19 Apr 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-2105-08678.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2110-13749, author = {Olympio Hacquard and Krishnakumar Balasubramanian and Gilles Blanchard and Wolfgang Polonik and Cl{\'{e}}ment Levrard}, title = {Topologically penalized regression on manifolds}, journal = {CoRR}, volume = {abs/2110.13749}, year = {2021}, url = {https://arxiv.org/abs/2110.13749}, eprinttype = {arXiv}, eprint = {2110.13749}, timestamp = {Wed, 19 Apr 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-2110-13749.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/icml/GhoshBY20, author = {Subhroshekhar Ghosh and Krishnakumar Balasubramanian and Xiaochuan Yang}, title = {Fractal Gaussian Networks: {A} sparse random graph model based on Gaussian Multiplicative Chaos}, booktitle = {Proceedings of the 37th International Conference on Machine Learning, {ICML} 2020, 13-18 July 2020, Virtual Event}, series = {Proceedings of Machine Learning Research}, volume = {119}, pages = {3545--3555}, publisher = {{PMLR}}, year = {2020}, url = {http://proceedings.mlr.press/v119/ghosh20a.html}, timestamp = {Mon, 13 Mar 2023 00:00:00 +0100}, biburl = {https://dblp.org/rec/conf/icml/GhoshBY20.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/nips/0005BGM20, author = {Abhishek Roy and Krishnakumar Balasubramanian and Saeed Ghadimi and Prasant Mohapatra}, editor = {Hugo Larochelle and Marc'Aurelio Ranzato and Raia Hadsell and Maria{-}Florina Balcan and Hsuan{-}Tien Lin}, title = {Escaping Saddle-Point Faster under Interpolation-like Conditions}, 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/92a08bf918f44ccd961477be30023da1-Abstract.html}, timestamp = {Mon, 13 Mar 2023 00:00:00 +0100}, biburl = {https://dblp.org/rec/conf/nips/0005BGM20.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/nips/HeBE20, author = {Ye He and Krishnakumar Balasubramanian and Murat A. Erdogdu}, editor = {Hugo Larochelle and Marc'Aurelio Ranzato and Raia Hadsell and Maria{-}Florina Balcan and Hsuan{-}Tien Lin}, title = {On the Ergodicity, Bias and Asymptotic Normality of Randomized Midpoint Sampling Method}, 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/5265d33c184af566aeb7ef8afd0b9b03-Abstract.html}, timestamp = {Wed, 19 Apr 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/nips/HeBE20.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2001-07819, author = {Zhongruo Wang and Krishnakumar Balasubramanian and Shiqian Ma and Meisam Razaviyayn}, title = {Zeroth-Order Algorithms for Nonconvex Minimax Problems with Improved Complexities}, journal = {CoRR}, volume = {abs/2001.07819}, year = {2020}, url = {https://arxiv.org/abs/2001.07819}, eprinttype = {arXiv}, eprint = {2001.07819}, timestamp = {Wed, 19 Apr 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-2001-07819.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2003-11238, author = {Jiaxiang Li and Krishnakumar Balasubramanian and Shiqian Ma}, title = {Zeroth-order Optimization on Riemannian Manifolds}, journal = {CoRR}, volume = {abs/2003.11238}, year = {2020}, url = {https://arxiv.org/abs/2003.11238}, eprinttype = {arXiv}, eprint = {2003.11238}, timestamp = {Wed, 19 Apr 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-2003-11238.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2006-07904, author = {Lu Yu and Krishnakumar Balasubramanian and Stanislav Volgushev and Murat A. Erdogdu}, title = {An Analysis of Constant Step Size {SGD} in the Non-convex Regime: Asymptotic Normality and Bias}, journal = {CoRR}, volume = {abs/2006.07904}, year = {2020}, url = {https://arxiv.org/abs/2006.07904}, eprinttype = {arXiv}, eprint = {2006.07904}, timestamp = {Wed, 19 Apr 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-2006-07904.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2006-08167, author = {Tesi Xiao and Krishnakumar Balasubramanian and Saeed Ghadimi}, title = {Improved Complexities for Stochastic Conditional Gradient Methods under Interpolation-like Conditions}, journal = {CoRR}, volume = {abs/2006.08167}, year = {2020}, url = {https://arxiv.org/abs/2006.08167}, eprinttype = {arXiv}, eprint = {2006.08167}, timestamp = {Mon, 13 Mar 2023 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/corr/abs-2006-08167.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2008-03038, author = {Subhroshekhar Ghosh and Krishnakumar Balasubramanian and Xiaochuan Yang}, title = {Fractal Gaussian Networks: {A} sparse random graph model based on Gaussian Multiplicative Chaos}, journal = {CoRR}, volume = {abs/2008.03038}, year = {2020}, url = {https://arxiv.org/abs/2008.03038}, eprinttype = {arXiv}, eprint = {2008.03038}, timestamp = {Mon, 13 Mar 2023 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/corr/abs-2008-03038.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2008-10526, author = {Krishnakumar Balasubramanian and Saeed Ghadimi and Anthony Nguyen}, title = {Stochastic Multi-level Composition Optimization Algorithms with Level-Independent Convergence Rates}, journal = {CoRR}, volume = {abs/2008.10526}, year = {2020}, url = {https://arxiv.org/abs/2008.10526}, eprinttype = {arXiv}, eprint = {2008.10526}, timestamp = {Mon, 13 Mar 2023 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/corr/abs-2008-10526.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2009-13016, author = {Abhishek Roy and Krishnakumar Balasubramanian and Saeed Ghadimi and Prasant Mohapatra}, title = {Escaping Saddle-Points Faster under Interpolation-like Conditions}, journal = {CoRR}, volume = {abs/2009.13016}, year = {2020}, url = {https://arxiv.org/abs/2009.13016}, eprinttype = {arXiv}, eprint = {2009.13016}, timestamp = {Mon, 13 Mar 2023 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/corr/abs-2009-13016.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2011-03176, author = {Ye He and Krishnakumar Balasubramanian and Murat A. Erdogdu}, title = {On the Ergodicity, Bias and Asymptotic Normality of Randomized Midpoint Sampling Method}, journal = {CoRR}, volume = {abs/2011.03176}, year = {2020}, url = {https://arxiv.org/abs/2011.03176}, eprinttype = {arXiv}, eprint = {2011.03176}, timestamp = {Wed, 19 Apr 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-2011-03176.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/colt/AnastasiouBE19, author = {Andreas Anastasiou and Krishnakumar Balasubramanian and Murat A. Erdogdu}, editor = {Alina Beygelzimer and Daniel Hsu}, title = {Normal Approximation for Stochastic Gradient Descent via Non-Asymptotic Rates of Martingale {CLT}}, booktitle = {Conference on Learning Theory, {COLT} 2019, 25-28 June 2019, Phoenix, AZ, {USA}}, series = {Proceedings of Machine Learning Research}, volume = {99}, pages = {115--137}, publisher = {{PMLR}}, year = {2019}, url = {http://proceedings.mlr.press/v99/anastasiou19a.html}, timestamp = {Wed, 19 Apr 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/colt/AnastasiouBE19.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-1907-13616, author = {Abhishek Roy and Krishnakumar Balasubramanian and Saeed Ghadimi and Prasant Mohapatra}, title = {Multi-Point Bandit Algorithms for Nonstationary Online Nonconvex Optimization}, journal = {CoRR}, volume = {abs/1907.13616}, year = {2019}, url = {http://arxiv.org/abs/1907.13616}, eprinttype = {arXiv}, eprint = {1907.13616}, timestamp = {Mon, 13 Mar 2023 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/corr/abs-1907-13616.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-1912-01698, author = {Abhishek Roy and Yifang Chen and Krishnakumar Balasubramanian and Prasant Mohapatra}, title = {Online and Bandit Algorithms for Nonstationary Stochastic Saddle-Point Optimization}, journal = {CoRR}, volume = {abs/1912.01698}, year = {2019}, url = {http://arxiv.org/abs/1912.01698}, eprinttype = {arXiv}, eprint = {1912.01698}, timestamp = {Tue, 14 Mar 2023 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/corr/abs-1912-01698.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/nips/Balasubramanian18, author = {Krishnakumar Balasubramanian and Saeed Ghadimi}, editor = {Samy Bengio and Hanna M. Wallach and Hugo Larochelle and Kristen Grauman and Nicol{\`{o}} Cesa{-}Bianchi and Roman Garnett}, title = {Zeroth-order (Non)-Convex Stochastic Optimization via Conditional Gradient and Gradient Updates}, 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 = {3459--3468}, year = {2018}, url = {https://proceedings.neurips.cc/paper/2018/hash/36d7534290610d9b7e9abed244dd2f28-Abstract.html}, timestamp = {Mon, 13 Mar 2023 00:00:00 +0100}, biburl = {https://dblp.org/rec/conf/nips/Balasubramanian18.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-1809-06474, author = {Krishnakumar Balasubramanian and Saeed Ghadimi}, title = {Zeroth-order (Non)-Convex Stochastic Optimization via Conditional Gradient and Gradient Updates}, journal = {CoRR}, volume = {abs/1809.06474}, year = {2018}, url = {http://arxiv.org/abs/1809.06474}, eprinttype = {arXiv}, eprint = {1809.06474}, timestamp = {Mon, 13 Mar 2023 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/corr/abs-1809-06474.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/icml/YangBL17, author = {Zhuoran Yang and Krishnakumar Balasubramanian and Han Liu}, editor = {Doina Precup and Yee Whye Teh}, title = {High-dimensional Non-Gaussian Single Index Models via Thresholded Score Function Estimation}, 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 = {3851--3860}, publisher = {{PMLR}}, year = {2017}, url = {http://proceedings.mlr.press/v70/yang17a.html}, timestamp = {Wed, 19 Apr 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/icml/YangBL17.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/nips/YangBWL17, author = {Zhuoran Yang and Krishnakumar Balasubramanian and Zhaoran Wang and Han Liu}, 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 = {Estimating High-dimensional Non-Gaussian Multiple Index Models via Stein's Lemma}, 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 = {6097--6106}, year = {2017}, url = {https://proceedings.neurips.cc/paper/2017/hash/4db0f8b0fc895da263fd77fc8aecabe4-Abstract.html}, timestamp = {Wed, 27 Dec 2023 00:00:00 +0100}, biburl = {https://dblp.org/rec/conf/nips/YangBWL17.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/ai/Balasubramanian16, author = {Krishnakumar Balasubramanian and Kai Yu and Guy Lebanon}, title = {Smooth sparse coding via marginal regression for learning sparse representations}, journal = {Artif. Intell.}, volume = {238}, pages = {83--95}, year = {2016}, url = {https://doi.org/10.1016/j.artint.2016.04.009}, doi = {10.1016/J.ARTINT.2016.04.009}, timestamp = {Sat, 22 Apr 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/ai/Balasubramanian16.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@phdthesis{DBLP:phd/basesearch/Balasubramanian14, author = {Krishnakumar Balasubramanian}, title = {Learning matrix and functional models in high-dimensions}, school = {Georgia Institute of Technology, Atlanta, GA, {USA}}, year = {2014}, url = {https://hdl.handle.net/1853/52284}, timestamp = {Mon, 13 Mar 2023 00:00:00 +0100}, biburl = {https://dblp.org/rec/phd/basesearch/Balasubramanian14.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/adhoc-now/KrishnanKSB14, author = {Prasanth Krishnan and Sowmyanarayanan Krishnakumar and Raghav Seshadri and Vidhya Balasubramanian}, editor = {Song Guo and Jaime Lloret and Pietro Manzoni and Stefan Ruehrup}, title = {A Robust Approach for Maintenance and Refactoring of Indoor Radio Maps}, booktitle = {Ad-hoc, Mobile, and Wireless Networks - 13th International Conference, {ADHOC-NOW} 2014, Benidorm, Spain, June 22-27, 2014 Proceedings}, series = {Lecture Notes in Computer Science}, volume = {8487}, pages = {360--373}, publisher = {Springer}, year = {2014}, url = {https://doi.org/10.1007/978-3-319-07425-2\_27}, doi = {10.1007/978-3-319-07425-2\_27}, timestamp = {Tue, 25 Aug 2020 09:34:49 +0200}, biburl = {https://dblp.org/rec/conf/adhoc-now/KrishnanKSB14.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/aistats/BalasubramanianSL13, author = {Krishnakumar Balasubramanian and Bharath K. Sriperumbudur and Guy Lebanon}, title = {Ultrahigh Dimensional Feature Screening via {RKHS} Embeddings}, booktitle = {Proceedings of the Sixteenth International Conference on Artificial Intelligence and Statistics, {AISTATS} 2013, Scottsdale, AZ, USA, April 29 - May 1, 2013}, series = {{JMLR} Workshop and Conference Proceedings}, volume = {31}, pages = {126--134}, publisher = {JMLR.org}, year = {2013}, url = {http://proceedings.mlr.press/v31/balasubramanian13a.html}, timestamp = {Mon, 13 Mar 2023 00:00:00 +0100}, biburl = {https://dblp.org/rec/conf/aistats/BalasubramanianSL13.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/icml/BalasubramanianYL13, author = {Krishnakumar Balasubramanian and Kai Yu and Guy Lebanon}, title = {Smooth Sparse Coding via Marginal Regression for Learning Sparse Representations}, 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 = {289--297}, publisher = {JMLR.org}, year = {2013}, url = {http://proceedings.mlr.press/v28/balasubramanian13.html}, timestamp = {Sat, 22 Apr 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/icml/BalasubramanianYL13.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/uai/BalasubramanianY013, author = {Krishnakumar Balasubramanian and Kai Yu and Tong Zhang}, editor = {Ann E. Nicholson and Padhraic Smyth}, title = {High-dimensional Joint Sparsity Random Effects Model for Multi-task Learning}, booktitle = {Proceedings of the Twenty-Ninth Conference on Uncertainty in Artificial Intelligence, {UAI} 2013, Bellevue, WA, USA, August 11-15, 2013}, publisher = {{AUAI} Press}, year = {2013}, url = {https://dslpitt.org/uai/displayArticleDetails.jsp?mmnu=1\&smnu=2\&article\_id=2365\&proceeding\_id=29}, timestamp = {Wed, 19 Apr 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/conf/uai/BalasubramanianY013.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/BalasubramanianY013, author = {Krishnakumar Balasubramanian and Kai Yu and Tong Zhang}, title = {High-dimensional Joint Sparsity Random Effects Model for Multi-task Learning}, journal = {CoRR}, volume = {abs/1309.6814}, year = {2013}, url = {http://arxiv.org/abs/1309.6814}, eprinttype = {arXiv}, eprint = {1309.6814}, timestamp = {Wed, 19 Apr 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/BalasubramanianY013.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/icml/BalasubramanianL12, author = {Krishnakumar Balasubramanian and Guy Lebanon}, title = {The Landmark Selection Method for Multiple Output Prediction}, 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/525.pdf}, timestamp = {Mon, 13 Mar 2023 00:00:00 +0100}, biburl = {https://dblp.org/rec/conf/icml/BalasubramanianL12.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-1210-1121, author = {Krishnakumar Balasubramanian and Kai Yu and Guy Lebanon}, title = {Smooth Sparse Coding via Marginal Regression for Learning Sparse Representations}, journal = {CoRR}, volume = {abs/1210.1121}, year = {2012}, url = {http://arxiv.org/abs/1210.1121}, eprinttype = {arXiv}, eprint = {1210.1121}, timestamp = {Sat, 22 Apr 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-1210-1121.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/jmlr/BalasubramanianDL11a, author = {Krishnakumar Balasubramanian and Pinar Donmez and Guy Lebanon}, title = {Unsupervised Supervised Learning {II:} Margin-Based Classification Without Labels}, journal = {J. Mach. Learn. Res.}, volume = {12}, pages = {3119--3145}, year = {2011}, url = {https://dl.acm.org/doi/10.5555/1953048.2078206}, doi = {10.5555/1953048.2078206}, timestamp = {Mon, 13 Mar 2023 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/jmlr/BalasubramanianDL11a.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:journals/jmlr/BalasubramanianDL11, author = {Krishnakumar Balasubramanian and Pinar Donmez and Guy Lebanon}, editor = {Geoffrey J. Gordon and David B. Dunson and Miroslav Dud{\'{\i}}k}, title = {Unsupervised Supervised Learning {II:} Margin-Based Classification without Labels}, booktitle = {Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, {AISTATS} 2011, Fort Lauderdale, USA, April 11-13, 2011}, series = {{JMLR} Proceedings}, volume = {15}, pages = {137--145}, publisher = {JMLR.org}, year = {2011}, url = {http://proceedings.mlr.press/v15/balasubramanian11a/balasubramanian11a.pdf}, timestamp = {Mon, 13 Mar 2023 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/jmlr/BalasubramanianDL11.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/jmlr/DonmezLB10, author = {Pinar Donmez and Guy Lebanon and Krishnakumar Balasubramanian}, title = {Unsupervised Supervised Learning {I:} Estimating Classification and Regression Errors without Labels}, journal = {J. Mach. Learn. Res.}, volume = {11}, pages = {1323--1351}, year = {2010}, url = {https://dl.acm.org/doi/10.5555/1756006.1859895}, doi = {10.5555/1756006.1859895}, timestamp = {Mon, 13 Mar 2023 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/jmlr/DonmezLB10.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/coling/MaoBL10, author = {Yi Mao and Krishnakumar Balasubramanian and Guy Lebanon}, editor = {Chu{-}Ren Huang and Dan Jurafsky}, title = {Dimensionality Reduction for Text using Domain Knowledge}, booktitle = {{COLING} 2010, 23rd International Conference on Computational Linguistics, Posters Volume, 23-27 August 2010, Beijing, China}, pages = {801--809}, publisher = {Chinese Information Processing Society of China}, year = {2010}, url = {https://aclanthology.org/C10-2092/}, timestamp = {Mon, 13 Mar 2023 00:00:00 +0100}, biburl = {https://dblp.org/rec/conf/coling/MaoBL10.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/icml/DillonBL10, author = {Joshua V. Dillon and Krishnakumar Balasubramanian and Guy Lebanon}, editor = {Johannes F{\"{u}}rnkranz and Thorsten Joachims}, title = {Asymptotic Analysis of Generative Semi-Supervised Learning}, booktitle = {Proceedings of the 27th International Conference on Machine Learning (ICML-10), June 21-24, 2010, Haifa, Israel}, pages = {295--302}, publisher = {Omnipress}, year = {2010}, url = {https://icml.cc/Conferences/2010/papers/107.pdf}, timestamp = {Mon, 13 Mar 2023 00:00:00 +0100}, biburl = {https://dblp.org/rec/conf/icml/DillonBL10.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-1003-0024, author = {Joshua V. Dillon and Krishnakumar Balasubramanian and Guy Lebanon}, title = {Asymptotic Analysis of Generative Semi-Supervised Learning}, journal = {CoRR}, volume = {abs/1003.0024}, year = {2010}, url = {http://arxiv.org/abs/1003.0024}, eprinttype = {arXiv}, eprint = {1003.0024}, timestamp = {Mon, 13 Mar 2023 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/corr/abs-1003-0024.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-1003-0470, author = {Pinar Donmez and Krishnakumar Balasubramanian and Guy Lebanon}, title = {Unsupervised Supervised Learning {II:} Training Margin Based Classifiers without Labels}, journal = {CoRR}, volume = {abs/1003.0470}, year = {2010}, url = {http://arxiv.org/abs/1003.0470}, eprinttype = {arXiv}, eprint = {1003.0470}, timestamp = {Mon, 13 Mar 2023 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/corr/abs-1003-0470.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-1003-0628, author = {Yi Mao and Krishnakumar Balasubramanian and Guy Lebanon}, title = {Linguistic Geometries for Unsupervised Dimensionality Reduction}, journal = {CoRR}, volume = {abs/1003.0628}, year = {2010}, url = {http://arxiv.org/abs/1003.0628}, eprinttype = {arXiv}, eprint = {1003.0628}, timestamp = {Mon, 13 Mar 2023 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/corr/abs-1003-0628.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/scp/GokhaleBKBEDTPS08, author = {Aniruddha S. Gokhale and Krishnakumar Balasubramanian and Arvind S. Krishna and Jaiganesh Balasubramanian and George Edwards and Gan Deng and Emre Turkay and Jeff Parsons and Douglas C. Schmidt}, title = {Model driven middleware: {A} new paradigm for developing distributed real-time and embedded systems}, journal = {Sci. Comput. Program.}, volume = {73}, number = {1}, pages = {39--58}, year = {2008}, url = {https://doi.org/10.1016/j.scico.2008.05.005}, doi = {10.1016/J.SCICO.2008.05.005}, timestamp = {Mon, 13 Mar 2023 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/scp/GokhaleBKBEDTPS08.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/rtas/BalasubramanianS08, author = {Krishnakumar Balasubramanian and Douglas C. Schmidt}, title = {Physical Assembly Mapper: {A} Model-Driven Optimization Tool for QoS-Enabled Component Middleware}, booktitle = {Proceedings of the 14th {IEEE} Real-Time and Embedded Technology and Applications Symposium, {RTAS} 2008, April 22-24, 2008, St. Louis, Missouri, {USA}}, pages = {123--134}, publisher = {{IEEE} Computer Society}, year = {2008}, url = {https://doi.org/10.1109/RTAS.2008.36}, doi = {10.1109/RTAS.2008.36}, timestamp = {Thu, 23 Mar 2023 00:00:00 +0100}, biburl = {https://dblp.org/rec/conf/rtas/BalasubramanianS08.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@phdthesis{DBLP:phd/basesearch/Balasubramanian07, author = {Krishnakumar Balasubramanian}, title = {Model-driven engineering of component-based distributed, real-time and embedded systems}, school = {Vanderbilt University, Nashville, Tennessee, {USA}}, year = {2007}, url = {http://hdl.handle.net/1803/14217}, timestamp = {Mon, 13 Mar 2023 00:00:00 +0100}, biburl = {https://dblp.org/rec/phd/basesearch/Balasubramanian07.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/jcss/BalasubramanianBPGS07, author = {Krishnakumar Balasubramanian and Jaiganesh Balasubramanian and Jeff Parsons and Aniruddha S. Gokhale and Douglas C. Schmidt}, title = {A Platform-Independent Component Modeling Language for Distributed Real-time and Embedded Systems}, journal = {J. Comput. Syst. Sci.}, volume = {73}, number = {2}, pages = {171--185}, year = {2007}, url = {https://doi.org/10.1016/j.jcss.2006.04.008}, doi = {10.1016/J.JCSS.2006.04.008}, timestamp = {Mon, 13 Mar 2023 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/jcss/BalasubramanianBPGS07.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/ecbs/BalasubramanianSML07, author = {Krishnakumar Balasubramanian and Douglas C. Schmidt and Zolt{\'{a}}n Moln{\'{a}}r and {\'{A}}kos L{\'{e}}deczi}, title = {Component-Based System Integration via (Meta)Model Composition}, booktitle = {14th Annual {IEEE} International Conference and Workshop on Engineering of Computer Based Systems {(ECBS} 2007), 26-29 March 2007, Tucson, Arizona, {USA}}, pages = {93--102}, publisher = {{IEEE} Computer Society}, year = {2007}, url = {https://doi.org/10.1109/ECBS.2007.24}, doi = {10.1109/ECBS.2007.24}, timestamp = {Thu, 23 Mar 2023 00:00:00 +0100}, biburl = {https://dblp.org/rec/conf/ecbs/BalasubramanianSML07.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/isorc/KavimandanBSGS07, author = {Amogh Kavimandan and Krishnakumar Balasubramanian and Nishanth Shankaran and Aniruddha S. Gokhale and Douglas C. Schmidt}, title = {{QUICKER:} {A} Model-Driven QoS Mapping Tool for QoS-Enabled Component Middleware}, booktitle = {Tenth {IEEE} International Symposium on Object-Oriented Real-Time Distributed Computing {(ISORC} 2007), 7-9 May 2007, Santorini Island, Greece}, pages = {62--70}, publisher = {{IEEE} Computer Society}, year = {2007}, url = {https://doi.org/10.1109/ISORC.2007.50}, doi = {10.1109/ISORC.2007.50}, timestamp = {Fri, 24 Mar 2023 00:00:00 +0100}, biburl = {https://dblp.org/rec/conf/isorc/KavimandanBSGS07.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/computer/BalasubramanianGKSN06, author = {Krishnakumar Balasubramanian and Aniruddha S. Gokhale and Gabor Karsai and Janos Sztipanovits and Sandeep Neema}, title = {Developing Applications Using Model-Driven Design Environments}, journal = {Computer}, volume = {39}, number = {2}, pages = {33--40}, year = {2006}, url = {https://doi.org/10.1109/MC.2006.54}, doi = {10.1109/MC.2006.54}, timestamp = {Mon, 05 Feb 2024 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/computer/BalasubramanianGKSN06.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/ijes/BalasubramanianKTBPGS06, author = {Krishnakumar Balasubramanian and Arvind S. Krishna and Emre Turkay and Jaiganesh Balasubramanian and Jeff Parsons and Aniruddha S. Gokhale and Douglas C. Schmidt}, title = {Applying model-driven development to distributed real-time and embedded avionics systems}, journal = {Int. J. Embed. Syst.}, volume = {2}, number = {3/4}, pages = {142--155}, year = {2006}, url = {https://doi.org/10.1504/IJES.2006.014851}, doi = {10.1504/IJES.2006.014851}, timestamp = {Mon, 13 Mar 2023 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/ijes/BalasubramanianKTBPGS06.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/ijseke/BalasubramanianGLZG06, author = {Krishnakumar Balasubramanian and Aniruddha S. Gokhale and Yuehua Lin and Jing Zhang and Jeff Gray}, title = {Weaving Deployment Aspects into Domain-specific Models}, journal = {Int. J. Softw. Eng. Knowl. Eng.}, volume = {16}, number = {3}, pages = {403--424}, year = {2006}, url = {https://doi.org/10.1142/S021819400600280X}, doi = {10.1142/S021819400600280X}, timestamp = {Sat, 30 Sep 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/ijseke/BalasubramanianGLZG06.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/rtas/BalasubramanianBPGS05, author = {Krishnakumar Balasubramanian and Jaiganesh Balasubramanian and Jeff Parsons and Aniruddha S. Gokhale and Douglas C. Schmidt}, title = {A Platform-Independent Component Modeling Language for Distributed Real-Time and Embedded Systems}, booktitle = {11th {IEEE} Real-Time and Embedded Technology and Applications Symposium {(RTAS} 2005), 7-10 March 2005, San Francisco, CA, {USA}}, pages = {190--199}, publisher = {{IEEE} Computer Society}, year = {2005}, url = {https://doi.org/10.1109/RTAS.2005.4}, doi = {10.1109/RTAS.2005.4}, timestamp = {Thu, 23 Mar 2023 00:00:00 +0100}, biburl = {https://dblp.org/rec/conf/rtas/BalasubramanianBPGS05.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/oopsla/GokhaleBL04, author = {Aniruddha S. Gokhale and Krishnakumar Balasubramanian and Tao Lu}, editor = {John M. Vlissides and Douglas C. Schmidt}, title = {CoSMIC: addressing crosscutting deployment and configuration concerns of distributed real-time and embedded systems}, booktitle = {Companion to the 19th Annual {ACM} {SIGPLAN} Conference on Object-Oriented Programming, Systems, Languages, and Applications, {OOPSLA} 2004, October 24-28, 2004, Vancouver, BC, Canada}, pages = {218--219}, publisher = {{ACM}}, year = {2004}, url = {https://doi.org/10.1145/1028664.1028758}, doi = {10.1145/1028664.1028758}, timestamp = {Mon, 13 Mar 2023 00:00:00 +0100}, biburl = {https://dblp.org/rec/conf/oopsla/GokhaleBL04.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/words/BalasubramanianWS03, author = {Krishnakumar Balasubramanian and Nanbor Wang and Douglas C. Schmidt}, title = {Towards Composable Distributed Real-time and Embedded Software}, booktitle = {8th {IEEE} International Workshop on Object-Oriented Real-Time Dependable Systems {(WORDS} 2003), 15-17 January 2003, Guadalajara, Mexico}, pages = {226--233}, publisher = {{IEEE} Computer Society}, year = {2003}, url = {https://doi.org/10.1109/WORDS.2003.1218087}, doi = {10.1109/WORDS.2003.1218087}, timestamp = {Fri, 24 Mar 2023 00:00:00 +0100}, biburl = {https://dblp.org/rec/conf/words/BalasubramanianWS03.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
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