High-Dimensional Covariance Decomposition into Sparse Markov and Independence Domains

Majid Janzamin, Animashree Anandkumar

In this paper, we present a novel framework incorporating a combination of sparse models in different domains. We posit the observed data as generated from a linear combination of…