2023
Fast Robust Principle Component Analysis Using Gauss-Newton Iterations
ICASSP 2023accepted
Robust Principal Component Analysis (RPCA) is an optimization problem that decomposes a data matrix into a low-rank and a sparse matrix. However, solving this problem using alternating procedures requires sequentially computing singular value decompositions (SVDs) of large matrices, which is computa…