Ultra-high Dimensional Multiple Output Learning With Simultaneous Orthogonal Matching Pursuit: Screening Approach

Mladen Kolar, Eric P. Xing

Abstract: We propose a novel application of the Simultaneous Orthogonal Matching Pursuit (S-OMP) procedure to perform variable selection in ultra-high dimensional multiple output regression problems, which i...