Using a model of human cognition of causality to orient arcs in structural learning

• Main Author: Vang, Jee
• Format: Dissertation
• Language: English
• Published: ProQuest Dissertations & Theses 01.01.2008
• Subjects: Artificial intelligence

In this thesis, I present three novel heuristic algorithms for learning the structure of Bayesian networks (BNs). Two of the algorithms are based on Constructing an Undirected Graph Using Markov Blankets (CrUMB), and differ in the way they orient arcs. CrUMB– uses traditional arc orientation and CrU...