Fasterproximalalgorithmsformatrixoptimization usingJacobi-basedeigenvaluemethods

In this paper we propose to use an old and surprisingly simple method due to Jacobi to compute these eigenvalue and singular value decompositions, and we demonstrate that it can lead to substantial gains in terms of computation time compared to standard approaches.