Robust Latent Variable Graphical Models: Exact Recovery and Fundamental Limits

Chuansen Peng, Xiaojing Shen

We study robust estimation of a Gaussian precision matrix that decomposes as a sparse matrix minus a symmetric, possibly indefinite, low-rank matrix, a structure that arises when l…