Minimum Error Entropy Classification (Studies in Computational Intelligence, 420, Band 420) - Hardcover

Marques De Sá, Joaquim P.; Silva, Luís M.A.; Santos, Jorge M.F.; Alexandre, Luís A.

 
9783642290282: Minimum Error Entropy Classification (Studies in Computational Intelligence, 420, Band 420)
Hardcover
ISBN 10: 3642290280 ISBN 13: 9783642290282
Verlag: Springer, 2012

Inhaltsangabe

This book explains the minimum error entropy (MEE) concept applied to data classification machines. Theoretical results on the inner workings of the MEE concept, in its application to solving a variety of classification problems, are presented in the wider realm of risk functionals.

Researchers and practitioners also find in the book a detailed presentation of practical data classifiers using MEE. These include multi‐layer perceptrons, recurrent neural networks, complexvalued neural networks, modular neural networks, and decision trees. A clustering algorithm using a MEE‐like concept is also presented. Examples, tests, evaluation experiments and comparison with similar machines using classic approaches, complement the descriptions.

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This book explains the minimum error entropy (MEE) concept applied to data classification machines. Theoretical results on the inner workings of the MEE concept, in its application to solving a variety of classification problems, are presented in the wider realm of risk functionals.

Researchers and practitioners also find in the book a detailed presentation of practical data classifiers using MEE. These include multi‐layer perceptrons, recurrent neural networks, complexvalued neural networks, modular neural networks, and decision trees. A clustering algorithm using a MEE‐like concept is also presented. Examples, tests, evaluation experiments and comparison with similar machines using classic approaches, complement the descriptions.

„Über diesen Titel“ kann sich auf eine andere Ausgabe dieses Titels beziehen.

Verlag
Springer
Erscheinungsdatum
2012
Sprache
Englisch
ISBN 10 
3642290280
ISBN 13 
9783642290282
Einband
Gebundene Ausgabe
Anzahl der Seiten
280
Kontakt zum Hersteller
ProductSafety@springernature.com
ProductSafety@springernature.com

Poststr. 9
Darmstadt
64293
Deutschland

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9783642437427: Minimum Error Entropy Classification (Studies in Computational Intelligence, Band 420)

Vorgestellte Ausgabe

ISBN 10:  3642437427 ISBN 13:  9783642437427
Verlag: Springer, 2014
Softcover