Bayesian Low Rank and Sparse Covariance Matrix Decomposition

Lin Zhang, Abhra Sarkar, Bani K. Mallick

We consider the problem of estimating high-dimensional covariance matrices of a particular structure, which is a summation of low rank and sparse matrices. This covariance structur…