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…