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Bayesian networks
Author(s) -
Jensen Finn V.
Publication year - 2009
Publication title -
wiley interdisciplinary reviews: computational statistics
Language(s) - English
Resource type - Journals
SCImago Journal Rank - 0.693
H-Index - 38
eISSN - 1939-0068
pISSN - 1939-5108
DOI - 10.1002/wics.48
Subject(s) - bayesian network , bayesian probability , variable order bayesian network , graphical model , computer science , artificial intelligence , bayesian statistics , bayesian inference , machine learning , inference , statistical inference , bayesian average , data mining , mathematics , statistics
Abstract Bayesian networks are defined, and the chain rule for Bayesian networks is stated. Outlines of algorithms provided: inference in Bayesian networks, sensitivity analysis, EM for parameter learning, and learning structure. Copyright © 2009 John Wiley & Sons, Inc. This article is categorized under: Statistical and Graphical Methods of Data Analysis > Bayesian Methods and Theory