Fast and Provable Nonconvex Tensor RPCA

Haiquan Qiu, Yao Wang, Shaojie Tang, Deyu Meng, Quanming Yao

Abstract: In this paper, we study nonconvex tensor robust principal component analysis (RPCA) based on the $t$-SVD. We first propose an alternating projection method, i.e., APT, which converges linearly to t...