Low-rank Optimization

Low-Rank Optimization is a variational optimization method that restricts the search space to matrices of bounded or minimized rank, thereby exploiting low-rank structure to reduce complexity and enhance generalization in high-dimensional problems.

2.1K

Publications

149.9K

Citations

4.7K

Authors

1.2K

Institutions

Publications per year

2017–2026

1.1K

Parents

Variational Optimization

Publications

2.1K

Robust principal component analysis?

Emmanuel J. Candès, Xiaodong Li, Yi Ma et al. · Journal of the ACM · 2011 · 6.9K citations

Computing, Computer Science, Computer Vision +16

The Power of Convex Relaxation: Near-Optimal Matrix Completion

Emmanuel J. Candès, Terence Tao · IEEE Transactions on Information Theory · 2010 · 2.1K citations

Computing, Computer Science, Algorithms +15

Robust Principal Component Analysis: Exact Recovery of Corrupted Low-Rank Matrices via Convex Optimization

John Wright, Arvind Ganesh, Shankar Rao et al. · IDEALS (University of Illinois Urbana-Champaign) · 2009 · 1.4K citations · Full text

Computing, Bioinformatics, Computer Science +17

Robust Subspace Segmentation by Low-Rank Representation

Guangcan Liu, Zhouchen Lin, Yong Yu · 2010 · 1.4K citations

Computing, Computer Science, Computer Vision +10

The Augmented Lagrange Multiplier Method for Exact Recovery of Corrupted Low-Rank Matrices

IDEALS (University of Illinois Urbana-Champaign) · 2010 · 1.2K citations · Full text

Computing, Computer Science, Mathematics +17

1–5 of 2.1K

Authors

4.7K

SY
Shuicheng Yan
National University of Singapore, Singapore
29 publications · 4.2K citations
24
h-index
ZL
Zhouchen Lin
Peking University, China
26 publications · 6.2K citations
23
h-index
XZ
Xi-Le Zhao
University of Electronic Science and Technology of China, China
22 publications · 1.6K citations
22
h-index
YF
Yun Fu
Northeastern University, United States
23 publications · 1.6K citations
20
h-index
YM
Yi Ma
University of Illinois Urbana-Champaign, United States
21 publications · 11.8K citations
19
h-index

1–5 of 4.7K

Institutions

1.2K

1–8 of 1.2K

Venues

IEEE Transactions on Image Processing
83 publications · 8K citations
48
h-index
arXiv (Cornell University)
Repository · 171 publications · 9.6K citations
45
h-index
IEEE Transactions on Signal Processing
58 publications · 4.2K citations
35
h-index
IEEE Transactions on Geoscience and Remote Sensing
58 publications · 4.7K citations
34
h-index
IEEE Transactions on Neural Networks and Learning Systems
42 publications · 3K citations
32
h-index

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