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Probabilistic Conditional Independence Structures. Softcover reprint of hardcover 1st ed. 2005

Probabilistic Conditional Independence Structures. Softcover reprint of hardcover 1st ed. 2005

・ISBN 978-1-84996-948-2 paper EUR 99.99

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お気に入り
著者・編者Studeny, Milan,
シリーズ (Information Science and Statistics)
出版社 (Springer London Ltd, UK)
出版年月2010
ページ数285 pp.
言語ENG
ニュース番号<A05-45133>

解説

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.