63 citations · 90 across the 8 of their papers we have counts for
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stat.ML2020
Automated extraction of mutual independence patterns using Bayesian comparison of partition models
Guillaume Marrelec, Alain Giron
Mutual independence is a key concept in statistics that characterizes the structural relationships between variables. Existing methods to investigate mutual independence rely on th…
stat.ML2015★ 13 cited
A Bayesian alternative to mutual information for the hierarchical clustering of dependent random variables
Guillaume Marrelec, Arnaud Messé, Pierre Bellec
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 dimensio…