Streaming Low-Rank Matrix Approximation with an Application to Scientific Simulation

Joel A. Tropp, Alp Yurtsever, Madeleine Udell +1

This paper argues that randomized linear sketching is a natural tool for on-the-fly compression of data matrices that arise from large-scale scientific simulations and data collect…