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Coevolutionary Fuzzy Modeling

Editat de Carlos Andrés Peña-Reyes
en Limba Engleză Paperback – 18 oct 2004
Building on fuzzy logic and evolutionary computing, this book introduces fuzzy cooperative coevolution as a novel approach to systems design, conductive to explaining human decision process. Fuzzy cooperative coevolution is a methodology for constructing systems able to accurately predict the outcome of a decision-making process, while providing an understandable explanation of the underlying reasoning.
The central contribution of this work is the use of an advanced evolutionary technique, cooperative coevolution, for dealing with the simultaneous design of connective and operational parameters. Cooperative coevolution overcomes several limitations exhibited by other standard evolutionary approaches.
The applicability of fuzzy cooperative coevolution is validated by modeling the decision processes of three real-world problems, an iris data benchmark problem and two problems from breast cancer diagnosis.
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Specificații

ISBN-13: 9783540229940
ISBN-10: 3540229949
Pagini: 148
Ilustrații: XIV, 134 p.
Dimensiuni: 155 x 235 x 9 mm
Greutate: 0.24 kg
Ediția:2004
Editura: Springer
Locul publicării:Berlin, Heidelberg, Germany

Public țintă

Research

Cuprins

1 Introduction.- 2 Evolutionary Fuzzy Modeling.- 3 Coevolutionary Fuzzy Modeling.- 4 Breast Cancer Diagnosis by Fuzzy CoCo.- 5 Analyzing Fuzzy CoCo.- 6 Extensions of the Methodology.- 7 Conclusions and Future Work.

Caracteristici

Includes supplementary material: sn.pub/extras