Dual Principal Component Pursuit: Probability Analysis and Efficient Algorithms

Zhihui Zhu, Yifan Wang, Daniel P. Robinson +3

Recent methods for learning a linear subspace from data corrupted by outliers are based on convex ${\ell }_1$ and nuclear norm optimization and require the dimension of the subspace a…