Coverings of random ellipsoids, and invertibility of matrices with iid heavy-tailed entries E Rebrova, K Tikhomirov Israel Journal of Mathematics 227, 507-544, 2018 | 41 | 2018 |
Quantile-based iterative methods for corrupted systems of linear equations J Haddock, D Needell, E Rebrova, W Swartworth SIAM Journal on Matrix Analysis and Applications 43 (2), 605-637, 2022 | 39 | 2022 |
On block Gaussian sketching for the Kaczmarz method E Rebrova, D Needell Numerical Algorithms 86, 443-473, 2021 | 37 | 2021 |
Lower memory oblivious (tensor) subspace embeddings with fewer random bits: modewise methods for least squares MA Iwen, D Needell, E Rebrova, A Zare SIAM Journal on Matrix Analysis and Applications 42 (1), 376-416, 2021 | 32 | 2021 |
A study of clustering techniques and hierarchical matrix formats for kernel ridge regression E Rebrova, G Chávez, Y Liu, P Ghysels, XS Li 2018 IEEE international parallel and distributed processing symposium …, 2018 | 30 | 2018 |
A parallel hierarchical blocked adaptive cross approximation algorithm Y Liu, W Sid-Lakhdar, E Rebrova, P Ghysels, XS Li The International Journal of High Performance Computing Applications 34 (4 …, 2020 | 25 | 2020 |
Norms of random matrices: local and global problems E Rebrova, R Vershynin Advances in Mathematics 324, 40-83, 2018 | 21 | 2018 |
Scalable and memory-efficient kernel ridge regression G Chávez, Y Liu, P Ghysels, XS Li, E Rebrova 2020 IEEE International parallel and distributed processing symposium (IPDPS …, 2020 | 18 | 2020 |
On a guided nonnegative matrix factorization J Vendrow, J Haddock, E Rebrova, D Needell ICASSP 2021-2021 IEEE International Conference on Acoustics, Speech and …, 2021 | 16 | 2021 |
Sparseness-constrained nonnegative tensor factorization for detecting topics at different time scales L Kassab, A Kryshchenko, H Lyu, D Molitor, D Needell, E Rebrova, ... arXiv preprint arXiv:2010.01600, 2020 | 15* | 2020 |
Sharp analysis of sketch-and-project methods via a connection to randomized singular value decomposition M Dereziński, E Rebrova SIAM Journal on Mathematics of Data Science 6 (1), 127-153, 2024 | 13 | 2024 |
COVID-19 literature topic-based search via hierarchical NMF R Grotheer, Y Huang, P Li, E Rebrova, D Needell, L Huang, ... arXiv preprint arXiv:2009.09074, 2020 | 10 | 2020 |
Sketching for Motzkin’s iterative method for linear systems E Rebrova, D Needell 2019 53rd Asilomar Conference on Signals, Systems, and Computers, 271-275, 2019 | 7 | 2019 |
Modewise operators, the tensor restricted isometry property, and low-rank tensor recovery CA Haselby, MA Iwen, D Needell, M Perlmutter, E Rebrova Applied and Computational Harmonic Analysis 66, 161-192, 2023 | 6* | 2023 |
Constructive regularization of the random matrix norm E Rebrova Journal of Theoretical Probability 33 (3), 1768-1790, 2020 | 5 | 2020 |
On block accelerations of quantile randomized Kaczmarz for corrupted systems of linear equations L Cheng, B Jarman, D Needell, E Rebrova Inverse Problems 39 (2), 024002, 2022 | 4 | 2022 |
Fine-grained Analysis and Faster Algorithms for Iteratively Solving Linear Systems M Dereziński, D LeJeune, D Needell, E Rebrova arXiv preprint arXiv:2405.05818, 2024 | 2 | 2024 |
On subsampled quantile randomized Kaczmarz J Haddock, A Ma, E Rebrova 2023 59th Annual Allerton Conference on Communication, Control, and …, 2023 | 2 | 2023 |
Analysis of Legal Documents via Non-negative Matrix Factorization Methods R Budahazy, L Cheng, Y Huang, A Johnson, P Li, J Vendrow, Z Wu, ... arXiv preprint arXiv:2104.14028, 2021 | 2 | 2021 |
Spectral Properties of Heavy-Tailed Random Matrices E Rebrova | 2 | 2018 |