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Document type:
Zeitschriftenaufsatz 
Author(s):
Drton, Mathias; Perlman, Michael D. 
Title:
Multiple Testing and Error Control in Gaussian Graphical Model Selection 
Abstract:
Graphical models provide a framework for exploration of multivariate dependence patterns. The connection between graph and statistical model is made by identifying the vertices of the graph with the observed variables and translating the pattern of edges in the graph into a pattern of conditional independences that is imposed on the variables’ joint distribution. Focusing on Gaussian models, we review classical graphical models. For these models the defining conditional independences are equival...    »
 
Keywords:
Acyclic directed graph, Bayesian network, bidirected graph, chain graph, concentration graph, covariance graph, DAG, graphical model, multiple testing, undirected graph 
Dewey Decimal Classification:
510 Mathematik 
Journal title:
Statistical Science 
Year:
2007 
Journal volume:
22 
Year / month:
2007-08 
Quarter:
3. Quartal 
Month:
Aug 
Journal issue:
Pages contribution:
430-449 
Language:
en 
Publisher:
Institute of Mathematical Statistics 
E-ISSN:
0883-4237 
Date of publication:
01.08.2007 
Format:
Text