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Evidence indicators - PowerPoint PPT Presentation

Compiling Bayesian Networks

Compiling Bayesian Networks. Sophisticated Platform (desktop). evaluator n. evaluator 1. evaluator 2. compiler. Engine. AC. AC. AC. Primitive Platforms (embedded). Embedding Probabilistic Inference. +. *. *. +. +. *. *. *. *. *. *. ? a. ? a. ? b. ? ab. ? a~b. ? ~ab.

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Inference in Bayesian Networks

Inference in Bayesian Networks. Pr: Evidence: Pr(e) Posterior marginals: Pr(x|e) for every X MPE: Most probable instantiation: Instantiation y such that Pr(y|e) is maximal (Y = E) MAP: Maximum a posteriori hypothesis: Intantiation y such that Pr(y|e) is maximal (Y is subset of E).

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Evidence indicators - PowerPoint PPT Presentation

Compiling Bayesian Networks

Inference in Bayesian Networks