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2 Graphical Models in a Nutshell

2 Graphical Models in a Nutshell

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the distributions via a tree structure (called, appropriately enough, tree-structured CPDs), or using an even more compact representationsuch as anoisy-OR ornoisy-MAX. Example 2.1 Consider the simple Bayesian network shown in figure 2.1. This is a toy example indicating the interactions between two potential diseases, pneumonia and tuber-culosis.

  Disease, Tree

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