Gupta, Anupam; Lafferty, John; Liu, Han; Wasserman, Larry; … - 2010
We study graph estimation and density estimation in high dimensions, using a family of density estimators based on forest structured undirected graphical models. For density estimation, we do not assume the true distribution corresponds to a forest; rather, we form kernel density estimates of...