Learning Graphs with Monotone Topology Properties and Multiple Connected Components

Eduardo Pavez, Hilmi E. Egilmez, Antonio Ortega

Recent papers have formulated the problem of learning graphs from data as an inverse covariance estimation with graph Laplacian constraints. While such problems are convex, existin…