An Exploration of Structure Learning in Bayesian Networks

Berzan, Constantin

2012

Description
  • We start with a brief introduction to Bayesian networks. We provide an overview of learning Bayesian networks from data, and the different variations of this task. We then focus on the particular task of learning Bayesian network structure from fully observed data using a search-and-score approach. We discuss the Bayesian score and its implications, and survey the literature on existi... read more
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