Computational Intelligence Methods and Techniques /

• Main Author: Rutkowski, Leszek (Author)
• Corporate Author: SpringerLink (Online service)
• Format: Electronic eBook
• Language: English
• Published: Berlin, Heidelberg : Springer Berlin Heidelberg, 2008.
• Subjects: Engineering.; Operations research.; Decision making.; Artificial intelligence.; Applied mathematics.; Engineering mathematics.; Control engineering.; Robotics.; Mechatronics.; Appl.Mathematics/Computational Methods of Engineering.; Artificial Intelligence (incl. Robotics).; Applications of Mathematics.; Control, Robotics, Mechatronics.; Operation Research/Decision Theory.

This book focuses on various techniques of computational intelligence, both single ones and those which form hybrid methods. Those techniques are today commonly applied issues of artificial intelligence, e.g. to process speech and natural language, build expert systems and robots. The first part of...

Table of Contents:

• Selected issues of artificial intelligence
• Methods of knowledge representation using rough sets
• Methods of knowledge representation using type-1 fuzzy sets
• Methods of knowledge representation using type-2 fuzzy sets
• Neural networks and their learning algorithms
• Evolutionary algorithms
• Data clustering methods
• Neuro-fuzzy systems of Mamdani, logical and Takagi-Sugeno type
• Flexible neuro-fuzzy systems.