An iterative, sketching-based framework for ridge regression A Chowdhury, J Yang, P Drineas International conference on machine learning, 989-998, 2018 | 53 | 2018 |
Faster Randomized Infeasible Interior Point Methods for Tall/Wide Linear Programs. A Chowdhury, P London, H Avron, P Drineas Neural Information Processing Systems 33, 8704-8715, 2020 | 17* | 2020 |
Approximation algorithms for sparse principal component analysis A Chowdhury, P Drineas, DP Woodruff, S Zhou arXiv preprint arXiv:2006.12748, 2020 | 12 | 2020 |
Randomized iterative algorithms for Fisher discriminant analysis A Chowdhury, J Yang, P Drineas Conference on Uncertainty in Artificial Intelligence (UAI), 239-249, 2019 | 9 | 2019 |
Structural conditions for projection-cost preservation via randomized matrix multiplication A Chowdhury, J Yang, P Drineas Linear Algebra and its Applications 573, 144-165, 2019 | 6 | 2019 |
On the Convergence of Inexact Predictor-Corrector Methods for Linear Programming G Dexter, A Chowdhury, H Avron, P Drineas International Conference on Machine Learning, 5007--5038, 2022 | 5 | 2022 |
Faster randomized interior point methods for tall/wide linear programs A Chowdhury, G Dexter, P London, H Avron, P Drineas Journal of Machine Learning Research 23 (336), 1-48, 2022 | 5 | 2022 |
CluStrat: a structure informed clustering strategy for population stratification A Bose, MC Burch, A Chowdhury, P Paschou, P Drineas Conference on Research in Computational Molecular Biology (RECOMB), 234-236, 2020 | 5 | 2020 |
A fast, provably accurate approximation algorithm for sparse principal component analysis reveals human genetic variation across the world A Chowdhury, A Bose, S Zhou, DP Woodruff, P Drineas International Conference on Research in Computational Molecular Biology, 86-106, 2022 | 4 | 2022 |
Patch2Self2: Self-supervised Denoising on Coresets via Matrix Sketching S Fadnavis, A Chowdhury, J Batson, P Drineas, E Garyfallidis Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2024 | 2* | 2024 |
A Provably Accurate Randomized Sampling Algorithm for Logistic Regression A Chowdhury, P Ramuhalli Proceedings of the AAAI Conference on Artificial Intelligence 38 (10), 11597 …, 2024 | 1 | 2024 |
Deep Learning with Physics Priors as Generalized Regularizers F Liu, A Chowdhury NeurIPS 2023 AI for Science Workshop, 2023 | 1 | 2023 |
Structure-informed clustering for population stratification in association studies A Bose, M Burch, A Chowdhury, P Paschou, P Drineas BMC bioinformatics 24 (1), 411, 2023 | 1 | 2023 |
Faster Matrix Algorithms Via Randomized Sketching & Preconditioning A Chowdhury Purdue University, 2021 | | 2021 |