Sparse inverse covariance estimation with the graphical lasso Verified PDF

全球高被引研究（被引 6,647 次，发表于 2007）。 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 simple algorithm--the graphical lasso--tha…