Learning Sparse Graph with Minimax Concave Penalty under Gaussian Markov Random Fields

Tatsuya Koyakumaru, Masahiro Yukawa, Eduardo Pavez +1

This paper presents a convex-analytic framework to learn sparse graphs from data. While our problem formulation is inspired by an extension of the graphical lasso using the so-call…