An efficient matrix bi-factorization alternative optimization method for low-rank matrix recovery and completion

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Jianbo Shi, Jitendra Malik · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2000 · 15.7K citations

Computing, Computer Science, Computer Vision +12

Learning the parts of objects by non-negative matrix factorization

Daniel D. Lee, H. Sebastian Seung · Nature · 1999 · 14.1K citations

Computing, Computer Science, Computer Vision +11

A Fast Iterative Shrinkage-Thresholding Algorithm for Linear Inverse Problems

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Natural Sciences, Computer Science, Biomedical Imaging +15

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John Wright, A. Yang, Arvind Ganesh et al. · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2009 · 9.5K citations · Full text

Computing, Computer Science, Computer Vision +16

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