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An Iterative, Sketching-based Framework for Ridge Regression.

, , and . ICML, volume 80 of Proceedings of Machine Learning Research, page 988-997. PMLR, (2018)

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Randomized Iterative Algorithms for Fisher Discriminant Analysis., , and . CoRR, (2018)Structure-informed clustering for population stratification in association studies., , , , and . BMC Bioinform., 24 (1): 411 (December 2023)Deep Learning with Physics Priors as Generalized Regularizers., and . CoRR, (2023)A Provably Accurate Randomized Sampling Algorithm for Logistic Regression., and . AAAI, page 11597-11605. AAAI Press, (2024)Faster Randomized Infeasible Interior Point Methods for Tall/Wide Linear Programs., , , and . NeurIPS, (2020)Coreset Construction via Randomized Matrix Multiplication., , and . CoRR, (2017)Randomized Iterative Algorithms for Fisher Discriminant Analysis., , and . UAI, volume 115 of Proceedings of Machine Learning Research, page 239-249. AUAI Press, (2019)A Fast, Provably Accurate Approximation Algorithm for Sparse Principal Component Analysis Reveals Human Genetic Variation Across the World., , , , and . RECOMB, volume 13278 of Lecture Notes in Computer Science, page 86-106. Springer, (2022)On the Convergence of Inexact Predictor-Corrector Methods for Linear Programming., , , and . ICML, volume 162 of Proceedings of Machine Learning Research, page 5007-5038. PMLR, (2022)Speeding up Linear Programming using Randomized Linear Algebra., , , and . CoRR, (2020)