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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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Detalles Bibliográficos
Autores principales: Marrelec, Guillaume, Messé, Arnaud, Bellec, Pierre
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4583305/
https://www.ncbi.nlm.nih.gov/pubmed/26406245
http://dx.doi.org/10.1371/journal.pone.0137278