Probabilistic Conditional Independence Structures Hardback
by Milan Studeny
Part of the Information Science and Statistics series
Hardback
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.
Information
-
Item not Available
- Format:Hardback
- Pages:285 pages, 42 Illustrations, black and white; XIV, 285 p. 42 illus.
- Publisher:Springer London Ltd
- Publication Date:24/11/2004
- Category:
- ISBN:9781852338916
Other Formats
- Paperback / softback from £105.75
- PDF from £76.08
Information
-
Item not Available
- Format:Hardback
- Pages:285 pages, 42 Illustrations, black and white; XIV, 285 p. 42 illus.
- Publisher:Springer London Ltd
- Publication Date:24/11/2004
- Category:
- ISBN:9781852338916
