Coreset Construction via Randomized Matrix Multiplication. - Jiasen Yang; Agniva Chowdhury; Petros Drineas (CoRR, 2017)

An Iterative, Sketching-based Framework for Ridge Regression. - Agniva Chowdhury; Jiasen Yang; Petros Drineas (ICML, 2018)

Randomized Iterative Algorithms for Fisher Discriminant Analysis. - Agniva Chowdhury; Jiasen Yang; Petros Drineas (UAI, 2019)

Faster Randomized Infeasible Interior Point Methods for Tall/Wide Linear Programs. - Agniva Chowdhury; Palma London; Haim Avron; Petros Drineas (NeurIPS, 2020)

CluStrat: A Structure Informed Clustering Strategy for Population Stratification. - Aritra Bose; Myson C. Burch; Agniva Chowdhury; Peristera Paschou; Petros Drineas (RECOMB, 2020)

Speeding up Linear Programming using Randomized Linear Algebra. - Agniva Chowdhury; Palma London; Haim Avron; Petros Drineas (CoRR, 2020)

Approximation Algorithms for Sparse Principal Component Analysis. - Agniva Chowdhury; Petros Drineas; David P. Woodruff; Samson Zhou (CoRR, 2020)

On the Convergence of Inexact Predictor-Corrector Methods for Linear Programming. - Gregory Dexter; Agniva Chowdhury; Haim Avron; Petros Drineas (ICML, 2022)

A Fast, Provably Accurate Approximation Algorithm for Sparse Principal Component Analysis Reveals Human Genetic Variation Across the World. - Agniva Chowdhury; Aritra Bose; Samson Zhou; David P. Woodruff; Petros Drineas (RECOMB, 2022)

Faster Randomized Interior Point Methods for Tall/Wide Linear Programs. - Agniva Chowdhury; Gregory Dexter; Palma London; Haim Avron; Petros Drineas (J. Mach. Learn. Res., 2022)

Deep Learning with Physics Priors as Generalized Regularizers. - Frank Liu 001; Agniva Chowdhury (CoRR, 2023)

Structure-informed clustering for population stratification in association studies. - Aritra Bose; Myson C. Burch; Agniva Chowdhury; Peristera Paschou; Petros Drineas (BMC Bioinform., 2023)

A Provably Accurate Randomized Sampling Algorithm for Logistic Regression. - Agniva Chowdhury; Pradeep Ramuhalli (AAAI, 2024)

Patch2Self2: Self-Supervised Denoising on Coresets via Matrix Sketching. - Shreyas Fadnavis; Agniva Chowdhury; Joshua Batson; Petros Drineas; Eleftherios Garyfallidis (CVPR, 2024)