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Coevolutionary Fuzzy Modeling -

Coevolutionary Fuzzy Modeling

Buch | Softcover
XIV, 134 Seiten
2004 | 2004
Springer Berlin (Verlag)
978-3-540-22994-0 (ISBN)
CHF 74,85 inkl. MwSt

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.

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.

Erscheint lt. Verlag 18.10.2004
Reihe/Serie Lecture Notes in Computer Science
Zusatzinfo XIV, 134 p.
Verlagsort Berlin
Sprache englisch
Maße 155 x 235 mm
Gewicht 240 g
Themenwelt Informatik Software Entwicklung User Interfaces (HCI)
Informatik Theorie / Studium Künstliche Intelligenz / Robotik
Schlagworte Adaptation • algorithms • coevolutionary computing • coevolutionary fuzzy modeling • cooperative coevolution • Evolution • evolutionary computation • Evolutionary Computing • evolutionary fuzzy modeling • Evolutionary Strategies • Evolution Strategies • extension • fuzzy • Fuzzy Inference • Fuzzy Logic • Fuzzy-Logik • Fuzzy-Logik / Unscharfe Logik • Fuzzy Sets • fuzzy system • Fuzzy Systems • Genetic algorithms • genetic programming • Hardcover, Softcover / Informatik, EDV/Informatik • HC/Informatik, EDV/Informatik • Logic • Modeling
ISBN-10 3-540-22994-9 / 3540229949
ISBN-13 978-3-540-22994-0 / 9783540229940
Zustand Neuware
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