Robust principal component analysis with rank and cardinality regularization under matrix factorization

Wenjing Li, Wei Bian, Kim-Chuan Toh

Robust principal component analysis is an important representative method in data analysis. It is usually viewed as an optimization problem involving the rank and ${\ell }_0$-norm of…