A Bayesian Alternative to Mutual Information for the Hierarchical Clustering of Dependent Random Variables.

A Bayesian Alternative to Mutual Information for the Hierarchical Clustering of Dependent Random Variables.

The use of mutual information as a similarity measure in agglomerative hierarchical clustering (AHC) raises an important issue: some correction needs to be applied for the dimensionality of variables. In this work, we formulate the decision of merging dependent multivariate normal variables in an AH...

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Bibliographic Details
Main Authors: Guillaume Marrelec, Arnaud Messé, Pierre Bellec
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2015-01-01
Series:PLoS ONE
Online Access:http://europepmc.org/articles/PMC4583305?pdf=render

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