Learning Graph Laplacian with MCP

Yangjing Zhang, Kim-Chuan Toh, Defeng Sun

We consider the problem of learning a graph under the Laplacian constraint with a non-convex penalty: minimax concave penalty (MCP). For solving the MCP penalized graphical model,…