Flexible Neuro-Fuzzy Systems - Leszek Rutkowski

Flexible Neuro-Fuzzy Systems

Structures, Learning and Performance Evaluation
Buch | Hardcover
279 Seiten
2004
Springer-Verlag New York Inc.
978-1-4020-8042-5 (ISBN)
106,99 inkl. MwSt
This book introduces new fuzzy systems which outperform previous approaches to system modeling and classification, and has the following features: -Provides a framework for unification, construction and development of neuro-fuzzy systems;
Flexible Neuro-Fuzzy Systems is the first professional literature about the new class of powerful, flexible fuzzy systems. The author incorporates various flexibility parameters to the construction of neuro-fuzzy systems. This approach dramatically improves their performance, allowing the systems to perfectly represent the pattern encoded in data.
Flexible Neuro-Fuzzy Systems is the only book that proposes a flexible approach to fuzzy modeling and fills the gap in existing literature. This book introduces new fuzzy systems which outperform previous approaches to system modeling and classification, and has the following features:
-Provides a framework for unification, construction and development of neuro-fuzzy systems;
-Presents complete algorithms in a systematic and structured fashion, facilitating understanding and implementation,
-Covers not only advanced topics but also fundamentals of fuzzy sets,
-Includes problems and exercises following each chapter,
-Illustrates the results on a wide variety of simulations,
-Provides tools for possible applications in business and economics, medicine and bioengineering, automatic control, robotics and civil engineering.

Elements of the Theory of Fuzzy Sets.- Fuzzy Inference Systems.- Flexibility in Fuzzy Systems.- Flexible Or-Type Neuro-Fuzzy Systems.- Flexible Compromise and-Type Neuro-Fuzzy Systems.- Flexible Mamdani-Type Neuro-Fuzzy Systems.- Flexible Logical-Type Neuro-Fuzzy Systems.- Performance Comparison of Neuro-Fuzzy Systems.

Erscheint lt. Verlag 19.5.2004
Reihe/Serie The Springer International Series in Engineering and Computer Science ; 771
Zusatzinfo XIII, 279 p.
Verlagsort New York, NY
Sprache englisch
Maße 155 x 235 mm
Themenwelt Informatik Theorie / Studium Künstliche Intelligenz / Robotik
Mathematik / Informatik Mathematik Logik / Mengenlehre
ISBN-10 1-4020-8042-5 / 1402080425
ISBN-13 978-1-4020-8042-5 / 9781402080425
Zustand Neuware
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