フォロー
HanQin Cai
HanQin Cai
Paul N. Somerville Endowed Assistant Professor, University of Central Florida
確認したメール アドレス: ucf.edu - ホームページ
タイトル
引用先
引用先
年
Accelerated alternating projections for robust principal component analysis
HQ Cai, JF Cai, K Wei
Journal of Machine Learning Research 20 (1), 685-717, 2019
862019
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
502021
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
492021
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
482020
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
462022
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
462021
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
332021
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
282021
Fast Robust Tensor Principal Component Analysis via Fiber CUR Decomposition
HQ Cai, Z Chao, L Huang, D Needell
IEEE/CVF International Conference on Computer Vision (ICCV) Workshops, 189-197, 2021
222021
Laplacian Convolutional Representation for Traffic Time Series Imputation
X Chen, Z Cheng, HQ Cai, N Saunier, L Sun
IEEE Transactions on Knowledge and Data Engineering 36 (11), 6490-6502, 2024
202024
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
192023
A one-bit, comparison-based gradient estimator
HQ Cai, D McKenzie, W Yin, Z Zhang
Applied and Computational Harmonic Analysis 60, 242-266, 2022
162022
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
142023
Riemannian CUR Decompositions for Robust Principal Component Analysis
K Hamm, M Meskini, HQ Cai
International Conference on Machine Learning Workshops 196, 152-160, 2022
132022
Curvature-aware derivative-free optimization
B Kim, D McKenzie, HQ Cai, W Yin
Journal of Scientific Computing, 2021
112021
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
102023
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
92024
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
42024
Riemannian Optimization for Euclidean Distance Geometry
CM Smith, SP Lichtenberg, HQ Cai, A Tasissa
Advances in Neural Information Processing Systems Workshops, 2023
42023
Accelerating Ill-conditioned Hankel Matrix Recovery via Structured Newton-like Descent
HQ Cai, L Huang, X Lu, J You
arXiv preprint arXiv:2406.07409, 2024
32024
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