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Longxiu Huang
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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
392021
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
382020
Perspectives on CUR decompositions
K Hamm, L Huang
Applied and Computational Harmonic Analysis 48 (3), 1088-1099, 2020
242020
Perturbations of CUR decompositions
K Hamm, L Huang
SIAM Journal on Matrix Analysis and Applications 42 (1), 351-375, 2021
222021
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
202021
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
192021
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
172019
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
142021
Stability of sampling for CUR decompositions
K Hamm, L Huang
arXiv preprint arXiv:2001.02774, 2020
142020
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
122018
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
102020
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, 2023
92023
Dynamical sampling with random noise
A Aldroubi, L Huang, I Krishtal, R Lederman
2017 International Conference on Sampling Theory and Applications (SampTA …, 2017
72017
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
52022
Cur decompositions, approximations, and perturbations
K Hamm, L Huang
arXiv preprint arXiv:1903.09698, 2019
52019
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
42023
Robust recovery of bandlimited graph signals via randomized dynamical sampling
L Huang, D Needell, S Tang
arXiv preprint arXiv:2109.14079, 2021
42021
Hosvd-based algorithm for weighted tensor completion
Z Chao, L Huang, D Needell
Journal of Imaging 7 (7), 110, 2021
42021
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
42020
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
12024
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