| Robust CUR decomposition: Theory and imaging applications HQ Cai, K Hamm, L Huang, D Needell SIAM Journal on Imaging Sciences 14 (4), 1472-1503, 2021 | 45 | 2021 |
| Rapid robust principal component analysis: CUR accelerated inexact low rank estimation HQ Cai, K Hamm, L Huang, J Li, T Wang IEEE Signal Processing Letters 28, 116-120, 2020 | 44 | 2020 |
| Perturbations of CUR decompositions K Hamm, L Huang SIAM Journal on Matrix Analysis and Applications 42 (1), 351-375, 2021 | 29 | 2021 |
| Perspectives on CUR decompositions K Hamm, L Huang Applied and Computational Harmonic Analysis 48 (3), 1088-1099, 2020 | 29 | 2020 |
| Mode-wise tensor decompositions: Multi-dimensional generalizations of CUR decompositions HQ Cai, K Hamm, L Huang, D Needell Journal of machine learning research 22 (185), 1-36, 2021 | 24 | 2021 |
| Fast robust tensor principal component analysis via fiber CUR decomposition HQ Cai, Z Chao, L Huang, D Needell Proceedings of the IEEE/CVF International Conference on Computer Vision, 189-197, 2021 | 21 | 2021 |
| Frames induced by the action of continuous powers of an operator A Aldroubi, LX Huang, A Petrosyan Journal of Mathematical Analysis and Applications 478 (2), 1059-1084, 2019 | 19 | 2019 |
| Stability of sampling for CUR decompositions K Hamm, L Huang arXiv preprint arXiv:2001.02774, 2020 | 18 | 2020 |
| Sampling the flow of a bandlimited function A Aldroubi, K Gröchenig, L Huang, P Jaming, I Krishtal, JL Romero The Journal of Geometric Analysis, 1-35, 2021 | 17 | 2021 |
| Dynamical sampling with additive random noise A Aldroubi, L Huang, I Krishtal, A Ledeczi, RR Lederman, P Volgyesi Sampling Theory in Signal and Image Processing 17, 153-182, 2018 | 14 | 2018 |
| Matrix completion with cross-concentrated sampling: Bridging uniform sampling and CUR sampling HQ Cai, L Huang, P Li, D Needell IEEE Transactions on Pattern Analysis and Machine Intelligence 45 (8), 10100 …, 2023 | 13 | 2023 |
| 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 | 11 | 2020 |
| Guided semi-supervised non-negative matrix factorization P Li, C Tseng, Y Zheng, JA Chew, L Huang, B Jarman, D Needell Algorithms 15 (5), 136, 2022 | 7 | 2022 |
| Dynamical sampling with random noise A Aldroubi, L Huang, I Krishtal, R Lederman 2017 International Conference on Sampling Theory and Applications (SampTA …, 2017 | 7 | 2017 |
| Cur decompositions, approximations, and perturbations K Hamm, L Huang arXiv preprint arXiv:1903.09698, 2019 | 6 | 2019 |
| Robust Tensor CUR Decompositions: Rapid Low-Tucker-Rank Tensor Recovery with Sparse Corruptions HQ Cai, Z Chao, L Huang, D Needell SIAM Journal on Imaging Sciences 17 (1), 225-247, 2024 | 5 | 2024 |
| Predictive algorithms in dynamical sampling for burst-like forcing terms A Aldroubi, L Huang, K Kornelson, I Krishtal Applied and Computational Harmonic Analysis 65, 322-347, 2023 | 5 | 2023 |
| Robust recovery of bandlimited graph signals via randomized dynamical sampling L Huang, D Needell, S Tang arXiv preprint arXiv:2109.14079, 2021 | 5 | 2021 |
| Hosvd-based algorithm for weighted tensor completion Z Chao, L Huang, D Needell Journal of Imaging 7 (7), 110, 2021 | 5 | 2021 |
| Tensor completion through total variation with initialization from weighted hosvd Z Chao, L Huang, D Needell 2020 Information Theory and Applications Workshop (ITA), 1-8, 2020 | 4 | 2020 |
Deanna NeedellProfessor of Mathematics, UCLA在 cmc.edu 的电子邮件经过验证
