Structured CPDs (conditional probability distribution)
Tree-Structured CPDs.
Independence of Causal Influence.
Continuous Variables.
Markov Network Fundamentals
Pairwise Markov Networks.
General Gibbs Distribution.
Conditional Random Fields.
Independencies in Markov Networks.
I-Maps and Perfect Maps.
Log-Linear Models.
Shared Features in Log-Linear Models.