Feature selection based on mutual information : criteria of max-dependency, max-relevance, and min-redundancy

Feature selection is an important problem for pattern classification systems. We study how to select good features according to the maximal statistical dependency criterion based on mutual information. Because of the difficulty in directly implementing the maximal dependency condition, we first deri...

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Bibliographische Detailangaben
Veröffentlicht in:IEEE transactions on pattern analysis and machine intelligence. - 1979. - 27(2005), 8 vom: 07. Aug., Seite 1226-38
1. Verfasser: Peng, Hanchuan (VerfasserIn)
Weitere Verfasser: Long, Fuhui, Ding, Chris
Format: Aufsatz
Sprache:English
Veröffentlicht: 2005
Zugriff auf das übergeordnete Werk:IEEE transactions on pattern analysis and machine intelligence
Schlagworte:Comparative Study Evaluation Study Journal Article