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Hierarchical Clustering Based on Mutual Information
Alexander Kraskov, Harald Stögbauer, Ralph G. Andrzejak +1
Motivation: Clustering is a frequently used concept in variety of bioinformatical applications. We present a new method for hierarchical clustering of data called mutual informatio…
Hierarchical Clustering Using Mutual Information
Alexander Kraskov, Harald Stoegbauer, Ralph G. Andrzejak +1
We present a method for hierarchical clustering of data called {\it mutual information clustering} (MIC) algorithm. It uses mutual information (MI) as a similarity measure and expl…
Estimating Mutual Information
Alexander Kraskov, Harald Stoegbauer, Peter Grassberger
We present two classes of improved estimators for mutual information , from samples of random points distributed according to some joint probability density . In co…