A Pathwise Algorithm for Covariance Selection

Vijay Krishnamurthy, Alexandre d'Aspremont

Covariance selection seeks to estimate a covariance matrix by maximum likelihood while restricting the number of nonzero inverse covariance matrix coefficients. A single penalty pa…