On the Consistency of Maximum Likelihood Estimators for Causal Network Identification

Xiaotian Xie, Dimitrios Katselis, Carolyn L. Beck +1

We consider the problem of identifying parameters of a particular class of Markov chains, called Bernoulli Autoregressive (BAR) processes. The structure of any BAR model is encoded…