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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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