Learning unbelievable marginal probabilities

Xaq Pitkow, Yashar Ahmadian, Ken D. Miller

Loopy belief propagation performs approximate inference on graphical models with loops. One might hope to compensate for the approximation by adjusting model parameters. Learning a…