Probabilistic Expert Systems

Probabilistic Expert Systems

by Glenn Shafer


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Product Details

ISBN-13: 9780898713732
Publisher: SIAM
Publication date: 01/28/1996
Series: CBMS-NSF Regional Conference Series in Applied Mathematics
Pages: 80
Product dimensions: 5.98(w) x 8.98(h) x 0.28(d)

Table of Contents

Preface; 1. Multivariate Probability. Probability Distributions; Marginalization; Conditionals; Continuation; Posterior Distributions; Expectation; Classifying Probability Distributions; A Limitation; 2. Construction Sequences. Multiplying Conditionals; DAGs and Belief Nets; Bubble Graphs; Other Graphical Representations; 3. Propagation in Join Trees. Variable-by-Variable Summing Out; The Elementary Architecture; The Shafer–Shenoy Architecture; The Lauritzen–Spiegelhalter Architecture; The Aalborg Architecture; Collect and Distribute; Scope and Alternatives; 4. Resources and References. Meetings; Software; Books; Review Articles; Other Sources; Index.

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