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Probabilistic Conditional Independence Structures by Milan Studeny
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Probabilistic Conditional Independence Structures

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Description

Probabilistic Conditional Independence Structures provides the mathematical description of probabilistic conditional independence structures; the author uses non-graphical methods of their description, and takes an algebraic approach. The monograph presents the methods of structural imsets and supermodular functions, and deals with independence implication and equivalence of structural imsets. Motivation, mathematical foundations and areas of application are included, and a rough overview of graphical methods is also given. In particular, the author has been careful to use suitable terminology, and presents the work so that it will be understood by both statisticians, and by researchers in artificial intelligence. The necessary elementary mathematical notions are recalled in an appendix.
Release date NZ
October 21st, 2010
Author
Audience
  • Professional & Vocational
Edition
Softcover reprint of hardcover 1st ed. 2005
Illustrations
42 Illustrations, black and white; XIV, 285 p. 42 illus.
Pages
285
Dimensions
156x234x15
ISBN-13
9781849969482
Product ID
9974596

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