Institute of Information Theory and Automation

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Bibliography

Monography Chapter

Conditional Independence and Basic Markov Properties

Studený Milan

: Handbook of Graphical Models, p. 3-38 , Eds: Maathuis Marloes, Drton Mathias, Lauritzen Steffen, Wainwright Martin

: GA16-12010S, GA ČR

: conditional independence, undirected graphs, directed acycclic graphs

: http://library.utia.cas.cz/separaty/2018/MTR/studeny-0497345.pdf

(eng): In this chapter, the concept of conditional independence (CI) is recalled and an overview of both former and recent results on the description of CI structures is given. The traditional graphical models, namely those ascribed to undirected graphs (UGs) and directed acyclic graphs (DAGs), can be interpreted as special cases of statistical models of a CI structure. Therefore, an overview of Markov properties for these two basic types of graphs is also given.\n

: BA

: 10101

2019-01-07 08:39