Studies in Fuzziness and Soft Computing

Interpretability Issues in Fuzzy Modeling

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

Free Preview

Buy this book

eBook $219.00
price for USA (gross)
  • ISBN 978-3-540-37057-4
  • Digitally watermarked, DRM-free
  • Included format: PDF
  • ebooks can be used on all reading devices
  • Immediate eBook download after purchase
Hardcover $349.99
price for USA
  • ISBN 978-3-540-02932-8
  • Free shipping for individuals worldwide
  • Usually dispatched within 3 to 5 business days.
Softcover $279.99
price for USA
  • ISBN 978-3-642-05702-1
  • Free shipping for individuals worldwide
  • Usually dispatched within 3 to 5 business days.
About this book

Fuzzy modeling has become one of the most productive and successful results of fuzzy logic. Among others, it has been applied to knowledge discovery, automatic classification, long-term prediction, or medical and engineering analysis. The research developed in the topic during the last two decades has been mainly focused on exploiting the fuzzy model flexibility to obtain the highest accuracy. This approach usually sets aside the interpretability of the obtained models. However, we should remember the initial philosophy of fuzzy sets theory directed to serve the bridge between the human understanding and the machine processing. In this challenge, the ability of fuzzy models to express the behavior of the real system in a comprehensible manner acquires a great importance. This book collects the works of a group of experts in the field that advocate the interpretability improvements as a mechanism to obtain well balanced fuzzy models.

Table of contents (27 chapters)

Table of contents (27 chapters)
  • Interpretability Improvements to Find the Balance Interpretability-Accuracy in Fuzzy Modeling: An Overview

    Pages 3-22

    Casillas, Jorge (et al.)

  • Regaining Comprehensibility of Approximative Fuzzy Models via the Use of Linguistic Hedges

    Pages 25-53

    Marín-Blázquez, Javier G. (et al.)

  • Identifying Flexible Structured Premises for Mining Concise Fuzzy Knowledge

    Pages 54-76

    Xiong, N. (et al.)

  • A Multiobjective Genetic Learning Process for joint Feature Selection and Granularity and Contexts Learning in Fuzzy Rule-Based Classification Systems

    Pages 79-99

    Cordón, Oscar (et al.)

  • Extracting Linguistic Fuzzy Models from Numerical Data-AFRELI Algorithm

    Pages 100-124

    Espinosa, Jairo (et al.)

Buy this book

eBook $219.00
price for USA (gross)
  • ISBN 978-3-540-37057-4
  • Digitally watermarked, DRM-free
  • Included format: PDF
  • ebooks can be used on all reading devices
  • Immediate eBook download after purchase
Hardcover $349.99
price for USA
  • ISBN 978-3-540-02932-8
  • Free shipping for individuals worldwide
  • Usually dispatched within 3 to 5 business days.
Softcover $279.99
price for USA
  • ISBN 978-3-642-05702-1
  • Free shipping for individuals worldwide
  • Usually dispatched within 3 to 5 business days.

Services for this book

Loading...

Bibliographic Information

Bibliographic Information
Book Title
Interpretability Issues in Fuzzy Modeling
Editors
  • Jorge Casillas
  • O. Cordón
  • Francisco Herrera Triguero
  • Luis Magdalena
Series Title
Studies in Fuzziness and Soft Computing
Series Volume
128
Copyright
2003
Publisher
Springer-Verlag Berlin Heidelberg
Copyright Holder
Springer-Verlag Berlin Heidelberg
eBook ISBN
978-3-540-37057-4
DOI
10.1007/978-3-540-37057-4
Hardcover ISBN
978-3-540-02932-8
Softcover ISBN
978-3-642-05702-1
Series ISSN
1434-9922
Edition Number
1
Number of Pages
XIV, 643
Topics