Constrained Approximate Maximum Entropy Learning of Markov Random Fields

Varun Ganapathi, David Vickrey, John Duchi +1

Parameter estimation in Markov random fields (MRFs) is a difficult task, in which inference over the network is run in the inner loop of a gradient descent procedure. Replacing exa…