IEEE - Institute of Electrical and Electronics Engineers, Inc. - Nonconvex Regularized Robust PCA Using the Proximal Block Coordinate Descent Algorithm

Author(s): Fei Wen ; Rendong Ying ; Peilin Liu ; Trieu-Kien Truong
Sponsor(s): IEEE Signal Processing Society
Publisher: IEEE - Institute of Electrical and Electronics Engineers, Inc.
Publication Date: 15 October 2019
Volume: 67
Page(s): 5,402 - 5,416
ISSN (Electronic): 1941-0476
ISSN (Paper): 1053-587X
DOI: 10.1109/TSP.2019.2940121
Regular:

This work addresses the robust principal component analysis (PCA) problem using generalized nonoconvex regularization for low-rank and sparsity promotion. While the popular nuclear and $\ell... View More

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