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Dive into the research topics where Elizaveta Rebrova is active. These topic labels come from the works of this person. Together they form a unique fingerprint.
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Outliers are not what they seem: building data-aware, flexible, and robust randomized iterative methods
Rebrova, E. (PI)
NSF - National Science Foundation
7/1/23 → 6/30/26
Project: Research project
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Fast and low-memory compressive sensing algorithms for low tucker-rank tensor approximation from streamed measurements
Haselby, C., Iwen, M. A., Needell, D., Rebrova, E. & Swartworth, W., Apr 2026, In: Numerical Algorithms. 101, 4, p. 2567-2629 63 p.Research output: Contribution to journal › Article › peer-review
Open Access -
Error dynamics of mini-batch gradient descent with random reshuffling for least squares regression
Lok, J., Sonthalia, R. & Rebrova, E., 2025, In: Proceedings of Machine Learning Research. 272, p. 736-770 35 p.Research output: Contribution to journal › Conference article › peer-review
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Fine-grained Analysis and Faster Algorithms for Iteratively Solving Linear Systems
Dereziński, M., LeJeune, D., Needell, D. & Rebrova, E., 2025, In: Journal of Machine Learning Research. 26Research output: Contribution to journal › Article › peer-review
4 Link opens in a new tab Scopus citations -
RANDOMIZED KACZMARZ METHODS WITH BEYOND-KRYLOV CONVERGENCE
Derezinski, M., Needell, D., Rebrova, E. & Yang, J., 2025, In: SIAM Journal on Matrix Analysis and Applications. 46, 4, p. 2558-2588 31 p.Research output: Contribution to journal › Article › peer-review
4 Link opens in a new tab Scopus citations -
Stochastic Gradient Descent for Streaming Linear and Rectified Linear Systems with Adversarial Corruptions
Jeong, H., Needell, D. & Rebrova, E., 2025, In: SIAM Journal on Mathematics of Data Science. 7, 2, p. 516-541 26 p.Research output: Contribution to journal › Article › peer-review
Open Access