Studies in Fuzziness and Soft Computing

Accuracy Improvements in Linguistic Fuzzy Modeling

Editors: Casillas, J., Cordón, O., Herrera Triguero, F., Magdalena, L. (Eds.)

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Softcover 176,79 €
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About this book

Fuzzy modeling usually comes with two contradictory requirements: interpretability, which is the capability to express the real system behavior in a comprehensible way, and accuracy, which is the capability to faithfully represent the real system. In this framework, one of the most important areas is linguistic fuzzy modeling, where the legibility of the obtained model is the main objective. This task is usually developed by means of linguistic (Mamdani) fuzzy rule-based systems. An active research area is oriented towards the use of new techniques and structures to extend the classical, rigid linguistic fuzzy modeling with the main aim of increasing its precision degree. Traditionally, this accuracy improvement has been carried out without considering the corresponding interpretability loss. Currently, new trends have been proposed trying to preserve the linguistic fuzzy model description power during the optimization process. Written by leading experts in the field, this volume collects some representative researcher that pursue this approach.

Table of contents (15 chapters)

Table of contents (15 chapters)
  • Accuracy Improvements to Find the Balance Interpretability-Accuracy in Linguistic Fuzzy Modeling: An Overview

    Pages 3-24

    Casillas, Jorge (et al.)

  • COR Methodology: A Simple Way to Obtain Linguistic Fuzzy Models with Good Interpretability and Accuracy

    Pages 27-45

    Casillas, Jorge (et al.)

  • Constrained optimization of genetic fuzzy systems

    Pages 46-71

    Cheong, France (et al.)

  • Trade-off between the Number of Fuzzy Rules and Their Classification Performance

    Pages 72-99

    Ishibuchi, Hisao (et al.)

  • Generating distinguishable, complete, consistent and compact fuzzy systems using evolutionary algorithms

    Pages 100-118

    Jin, Yaochu

Buy this book

eBook 139,09 €
price for Spain (gross)
  • ISBN 978-3-540-37058-1
  • Digitally watermarked, DRM-free
  • Included format: PDF
  • ebooks can be used on all reading devices
  • Immediate eBook download after purchase
Hardcover 176,79 €
price for Spain (gross)
  • ISBN 978-3-540-02933-5
  • Free shipping for individuals worldwide
  • Institutional customers should get in touch with their account manager
  • Covid-19 shipping restrictions
  • Usually ready to be dispatched within 3 to 5 business days, if in stock
  • The final prices may differ from the prices shown due to specifics of VAT rules
Softcover 176,79 €
price for Spain (gross)
  • ISBN 978-3-642-05703-8
  • Free shipping for individuals worldwide
  • Institutional customers should get in touch with their account manager
  • Covid-19 shipping restrictions
  • Usually ready to be dispatched within 3 to 5 business days, if in stock
  • The final prices may differ from the prices shown due to specifics of VAT rules
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Bibliographic Information

Bibliographic Information
Book Title
Accuracy Improvements in Linguistic Fuzzy Modeling
Editors
  • Jorge Casillas
  • O. Cordón
  • Francisco Herrera Triguero
  • Luis Magdalena
Series Title
Studies in Fuzziness and Soft Computing
Series Volume
129
Copyright
2003
Publisher
Springer-Verlag Berlin Heidelberg
Copyright Holder
Springer-Verlag Berlin Heidelberg
eBook ISBN
978-3-540-37058-1
DOI
10.1007/978-3-540-37058-1
Hardcover ISBN
978-3-540-02933-5
Softcover ISBN
978-3-642-05703-8
Series ISSN
1434-9922
Edition Number
1
Number of Pages
XII, 385
Number of Illustrations
64 b/w illustrations
Topics