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An Estimate of Mutual Information that Permits Closed-Form Optimisation

We introduce a new estimate of mutual information between a dataset and a target variable that can be maximised analytically and has broad applicability in the field of machine learning and statistical pattern recognition. This estimate has previously been employed implicitly as an approximation to...

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Detalhes bibliográficos
Main Authors: Duncan F. Gillies, Raymond Liu
Formato: Artigo
Idioma:Inglês
Publicado em: MDPI AG 2013-05-01
Colecção:Entropy
Assuntos:
Acesso em linha:http://www.mdpi.com/1099-4300/15/5/1690
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