High-Dimensional Covariance Decomposition into Sparse Markov and Independence Models

Majid Janzamin, Animashree Anandkumar

Fitting high-dimensional data involves a delicate tradeoff between faithful representation and the use of sparse models. Too often, sparsity assumptions on the fitted model are too…