Algorithms and Data Structures for Exact Computation of Marginals

Authored by: Marloes Maathuis , Mathias Drton , Steffen Lauritzen , Martin Wainwright

Handbook of Graphical Models

Print publication date:  November  2018
Online publication date:  November  2018

Print ISBN: 9781498788625
eBook ISBN: 9780429463976
Adobe ISBN:


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As seen in Chapters 1-3 in Part I of this handbook, a graphical model represents a potentially infinite-size family of joint probability distributions over a set of random variables, and each member of the family must obey certain Markov properties (or factorization requirements) that are mathematically expressed by the graph [36,38,40,53].

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