Latent variable graphical model selection via convex optimization

Venkat Chandrasekaran, Pablo A. Parrilo, Alan S. Willsky

Suppose we observe samples of a subset of a collection of random variables. No additional information is provided about the number of latent variables, nor of the relationship betw…