The joint graphical lasso for inverse covariance estimation across multiple classes

Patrick Danaher, Pei Wang, Daniela M. Witten

We consider the problem of estimating multiple related but distinct graphical models on the basis of a high-dimensional data set with observations that belong to distinct classes.…