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Agniva Chowdhury
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An iterative, sketching-based framework for ridge regression
A Chowdhury, J Yang, P Drineas
International conference on machine learning, 989-998, 2018
542018
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
19*2020
Approximation algorithms for sparse principal component analysis
A Chowdhury, P Drineas, DP Woodruff, S Zhou
arXiv preprint arXiv:2006.12748, 2020
132020
Randomized iterative algorithms for Fisher discriminant analysis
A Chowdhury, J Yang, P Drineas
Conference on Uncertainty in Artificial Intelligence (UAI), 239-249, 2019
102019
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
82022
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
72019
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
62022
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
62022
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
5*2024
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
52020
Deep Learning with Physics Priors as Generalized Regularizers
F Liu, A Chowdhury
NeurIPS 2023 AI for Science Workshop, 2023
32023
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
22023
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
12024
Faster Matrix Algorithms Via Randomized Sketching & Preconditioning
A Chowdhury
Purdue University, 2021
2021
Clustering Strategy for Population
A Bose, MC Burch, A Chowdhury, P Paschou
Research in Computational Molecular Biology: 24th Annual International …, 2020
2020
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