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b r a c e - Carnegie Mellon School of Computer Science

b r a c e - Carnegie Mellon School of Computer Science

www.cs.cmu.edu

Inference and Learning We now have compact representations of probability distributions: BN A BN M describes a unique probability distribution P Typical tasks: Task 1: How do we answer queriesabout P? We use inferenceas a name for the process of computing answers to such queries Task 2: How do we estimate a plausible modelM from data D? i.

  B r a c e, Inference

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