Inconsistent parameter estimation in Markov random fields: Benefits in the computation-limited setting

Martin J. Wainwright

Consider the problem of joint parameter estimation and prediction in a Markov random field: i.e., the model parameters are estimated on the basis of an initial set of data, and the…