Convergence Analysis of the Rank-Restricted Soft SVD Algorithm

Mahendra Panagoda, Tyrus Berry, Harbir Antil

The soft SVD is a robust matrix decomposition algorithm and a key component of matrix completion methods. However, computing the soft SVD for large sparse matrices is often impract…