Vincent Szolnoky

D-SLR: The Disjoint Row-Sparse plus Low-Rank Decomposition

Compressing a matrix for reconstruction still defaults to the truncated SVD, approximating the data with a single low-rank structure. It is common to reduce the residual further by adding an overlapping row-sparse component, but methods that solve this joint problem often require iterative solvers and tuning of regular...