Computational Intelligence: Methods and Techniques
Leszek Rutkowski, "Computational Intelligence: Methods and Techniques"
Springer; 1st edition | English | 2010-11-19 | ISBN: 3642095151 | 519 pages | PDF | 17.3 mb
Springer; 1st edition | English | 2010-11-19 | ISBN: 3642095151 | 519 pages | PDF | 17.3 mb
This quite simply superb book focuses on various techniques of computational intelligence, both single ones and those which form hybrid methods. These techniques are today commonly applied to issues of artificial intelligence. The book presents methods of knowledge representation using different techniques, namely the rough sets, type-1 fuzzy sets and type-2 fuzzy sets. Next up, various neural network architectures are presented and their learning algorithms are derived. Then, the family of evolutionary algorithms is discussed, including connections between these techniques and neural networks and fuzzy systems. Finally, various methods of data partitioning and algorithms of automatic data clustering are given and new neuro-fuzzy architectures are studied and compared.