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02801nam a22005295i 4500 |
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978-3-642-29029-9 |
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DE-He213 |
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20151125221945.0 |
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cr nn 008mamaa |
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120724s2013 gw | s |||| 0|eng d |
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|a 9783642290299
|9 978-3-642-29029-9
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|a 10.1007/978-3-642-29029-9
|2 doi
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|a COM004000
|2 bisacsh
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|a Marques de Sá, Joaquim P.
|e author.
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|a Minimum Error Entropy Classification
|h [electronic resource] /
|c by Joaquim P. Marques de Sá, Luís M.A. Silva, Jorge M.F. Santos, Luís A. Alexandre.
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| 264 |
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|a Berlin, Heidelberg :
|b Springer Berlin Heidelberg :
|b Imprint: Springer,
|c 2013.
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| 300 |
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|a XVIII, 262 p.
|b online resource.
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|a text
|b txt
|2 rdacontent
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|a computer
|b c
|2 rdamedia
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|a online resource
|b cr
|2 rdacarrier
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|a text file
|b PDF
|2 rda
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|a Studies in Computational Intelligence,
|x 1860-949X ;
|v 420
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|a Introduction -- Continuous Risk Functionals -- MEE with Continuous Errors -- MEE with Discrete Errors -- EE-Inspired Risks -- Applications.
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|a 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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| 650 |
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|a Engineering.
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| 650 |
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|a Artificial intelligence.
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| 650 |
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|a Statistical physics.
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| 650 |
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|a Dynamical systems.
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|a Computational intelligence.
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4 |
|a Engineering.
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| 650 |
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|a Computational Intelligence.
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| 650 |
2 |
4 |
|a Artificial Intelligence (incl. Robotics).
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| 650 |
2 |
4 |
|a Statistical Physics, Dynamical Systems and Complexity.
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| 700 |
1 |
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|a Silva, Luís M.A.
|e author.
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| 700 |
1 |
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|a Santos, Jorge M.F.
|e author.
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| 700 |
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|a Alexandre, Luís A.
|e author.
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| 710 |
2 |
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|a SpringerLink (Online service)
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|t Springer eBooks
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| 776 |
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|i Printed edition:
|z 9783642290282
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| 830 |
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|a Studies in Computational Intelligence,
|x 1860-949X ;
|v 420
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| 856 |
4 |
0 |
|u http://dx.doi.org/10.1007/978-3-642-29029-9
|z Full Text via HEAL-Link
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| 912 |
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|a ZDB-2-ENG
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| 950 |
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|a Engineering (Springer-11647)
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