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A Proximal Point Dual Newton Algorithm for Solving Group Graphical Lasso Problems

A Proximal Point Dual Newton Algorithm for Solving Group Graphical Lasso Problems

Undirected graphical models have been especially popular for learning the conditional independence structure among a large number of variables where the observations are drawn independently and identically from the same distribution. However, many modern statistical problems would involve categorical data or time-varying data, which might follow different but related underlying …