Improving parameter learning of Bayesian nets from incomplete data

Giorgio Corani, Cassio P. De Campos

This paper addresses the estimation of parameters of a Bayesian network from incomplete data. The task is usually tackled by running the Expectation-Maximization (EM) algorithm sev…