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Probabilistic Graphical Models

Language EnglishEnglish
Book Hardback
Book Probabilistic Graphical Models Koller
Libristo code: 04044192
Publishers MIT Press Ltd, July 2009
Most tasks require a person or an automated system to reason - to reach conclusions based on availab... Full description
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Most tasks require a person or an automated system to reason - to reach conclusions based on available information. The framework of probabilistic graphical models, presented in this book, provides a general approach for this task. The approach is model-based, allowing interpretable models to be constructed and then manipulated by reasoning algorithms. These models can also be learned automatically from data, allowing the approach to be used in cases where manually constructing a model is difficult or even impossible. Because uncertainty is an inescapable aspect of most real-world applications, the book focuses on probabilistic models, which make the uncertainty explicit and provide models that are more faithful to reality.

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About the book

Full name Probabilistic Graphical Models
Author Koller
Language English
Binding Book - Hardback
Date of issue 2009
Number of pages 1270
EAN 9780262013192
ISBN 0262013193
Libristo code 04044192
Publishers MIT Press Ltd
Weight 2238
Dimensions 209 x 235 x 48
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