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eBook

Mendel

Uncertain Rule-Based Fuzzy Systems

Introduction and New Directions, 2nd Edition

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eBook. PDF

eBook

2nd ed. 2017. 2017

684 S. XXII, 684 p. 215 illus., 192 illus. in color..

In englischer Sprache

Springer International Publishing. ISBN 978-3-319-51370-6

Produktbeschreibung

The second edition of this textbook provides a fully updated approach to fuzzy sets and systems that can model uncertainty - i.e., "type-2" fuzzy sets and systems. The author demonstrates how to overcome the limitations of classical fuzzy sets and systems, enabling a wide range of applications from time-series forecasting to knowledge mining to control. In this new edition, a bottom-up approach is presented that begins by introducing classical (type-1) fuzzy sets and systems, and then explains how they can be modified to handle uncertainty. The author covers fuzzy rule-based systems - from type-1 to interval type-2 to general type-2 - in one volume. For hands-on experience, the book provides information on accessing MatLab and Java software to complement the content. The book features a full suite of classroom material.

  • Presents fully updated material on new breakthroughs in human-inspired rule-based techniques for handling real-world uncertainties;
  • Allows those already familiar with type-1 fuzzy sets and systems to rapidly come up to speed to type-2 fuzzy sets and systems;
  • Features complete classroom material including end-of-chapter exercises, a solutions manual, and three case studies -- forecasting of time series to knowledge mining from surveys and PID control.

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