HanQin Cai
HanQin Cai
Paul N. Somerville Endowed Assistant Professor, University of Central Florida
Vahvistettu sähköpostiosoite verkkotunnuksessa - Kotisivu
Accelerated Alternating Projections for Robust Principal Component Analysis
HQ Cai, JF Cai, K Wei
Journal of Machine Learning Research 20 (1), 685-717, 2019
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
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
Zeroth-order regularized optimization (ZORO): Approximately sparse gradients and adaptive sampling
HQ Cai, D Mckenzie, W Yin, Z Zhang
SIAM Journal on Optimization 32 (2), 687-714, 2022
A Zeroth-Order Block Coordinate Descent Algorithm for Huge-Scale Black-Box Optimization
HQ Cai, Y Lou, D McKenzie, W Yin
International Conference on Machine Learning 139, 1193-1203, 2021
Learned robust PCA: A scalable deep unfolding approach for high-dimensional outlier detection
HQ Cai, J Liu, W Yin
Advances in Neural Information Processing Systems 34, 16977-16989, 2021
Accelerated Structured Alternating Projections for Robust Spectrally Sparse Signal Recovery
HQ Cai, JF Cai, T Wang, G Yin
IEEE Transactions on Signal Processing 69, 809-821, 2021
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
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 …, 2021
A one-bit, comparison-based gradient estimator
HQ Cai, D McKenzie, W Yin, Z Zhang
Applied and Computational Harmonic Analysis 60, 242-266, 2022
Curvature-aware derivative-free optimization
B Kim, D McKenzie, HQ Cai, W Yin
arXiv preprint arXiv:2109.13391, 2021
Riemannian CUR Decompositions for Robust Principal Component Analysis
K Hamm, M Meskini, HQ Cai
International Conference on Machine Learning Workshops 196, 152-160, 2022
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
Structured gradient descent for fast robust low-rank Hankel matrix completion
HQ Cai, JF Cai, J You
SIAM Journal on Scientific Computing 45 (3), A1172-A1198, 2023
Accelerating Truncated Singular-Value Decomposition: A Fast and Provable Method for Robust Principal Component Analysis
HQ Cai
The University of Iowa, 2018
Robust Tensor CUR Decompositions: Rapid Low-Tucker-Rank Tensor Recovery with Sparse Corruption
HQ Cai, Z Chao, L Huang, D Needell
SIAM Journal on Imaging Sciences 17 (1), 225-247, 2024
Towards Constituting Mathematical Structures for Learning to Optimize
J Liu, X Chen, Z Wang, W Yin, HQ Cai
International Conference on Machine Learning 202, 21426-21449, 2023
On the Robustness of Cross-Concentrated Sampling for Matrix Completion
HQ Cai, L Huang, C Kundu, B Su
Conference of Information Sciences and Systems, 2024
Riemannian Optimization for Euclidean Distance Geometry
CM Smith, SP Lichtenberg, HQ Cai, A Tasissa
Conference on Neural Information Processing Systems Workshops, 2023
Non-convex approaches for low-rank tensor completion under tubal sampling
Z Tan, L Huang, HQ Cai, Y Lou
IEEE International Conference on Acoustics, Speech and Signal Processing …, 2023
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Artikkelit 1–20