Sparse inverse covariance estimation with the lasso

Jerome Friedman, Trevor Hastie, Robert Tibshirani

We consider the problem of estimating sparse graphs by a lasso penalty applied to the inverse covariance matrix. Using a coordinate descent procedure for the lasso, we develop a si…