PhilGoetz comments on Two Challenges - Less Wrong
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Probabilistic Reasoning Intelligent Systems
Chpt 8, Learning structure from data
8.2 presents algorithms for learning tree-shaped networks only.
8.3 discusses how to learn tree-shaped networks using hidden independent variables