Sparse Covariance Selection via Robust Maximum Likelihood Estimation

Onureena Banerjee, Alexandre d'Aspremont, Laurent El Ghaoui

We address a problem of covariance selection, where we seek a trade-off between a high likelihood against the number of non-zero elements in the inverse covariance matrix. We solve…