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383-Fall11-Lec14-page12 - P(X i | Parents(X i • In the...

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12 Bayesian networks A simple, graphical notation for conditional independence assertions and hence for compact specification of joint distributions Syntax: a set of nodes, one per variable a directed, acyclic graph (link "directly influences") a conditional distribution for each node given its parents:
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Unformatted text preview: P (X i | Parents (X i )) • In the simplest case, conditional distribution represented as a conditional probability table (CPT) giving the distribution over X i for each combination of parent values...
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