A path following algorithm for Sparse Pseudo-Likelihood Inverse Covariance Estimation (SPLICE)

Guilherme V. Rocha, Peng Zhao, Bin Yu

Given n observations of a p-dimensional random vector, the covariance matrix and its inverse (precision matrix) are needed in a wide range of applications. Sample covariance (e.g.…