Computational Intelligence Paradigms

Computational Intelligence Paradigms

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Offering a wide range of programming examples implemented in MATLABAr, Computational Intelligence Paradigms: Theory and Applications Using MATLABAr presents theoretical concepts and a general framework for computational intelligence (CI) approaches, including artificial neural networks, fuzzy systems, evolutionary computation, genetic algorithms and programming, and swarm intelligence. It covers numerous intelligent computing methodologies and algorithms used in CI research. The book first focuses on neural networks, including common artificial neural networks; neural networks based on data classification, data association, and data conceptualization; and real-world applications of neural networks. It then discusses fuzzy sets, fuzzy rules, applications of fuzzy systems, and different types of fused neuro-fuzzy systems, before providing MATLAB illustrations of ANFIS, classification and regression trees, fuzzy c-means clustering algorithms, fuzzy ART map, and Takagia€“Sugeno inference systems. The authors also describe the history, advantages, and disadvantages of evolutionary computation and include solved MATLAB programs to illustrate the implementation of evolutionary computation in various problems. After exploring the operators and parameters of genetic algorithms, they cover the steps and MATLAB routines of genetic programming. The final chapter introduces swarm intelligence and its applications, particle swarm optimization, and ant colony optimization. Full of worked examples and end-of-chapter questions, this comprehensive book explains how to use MATLAB to implement CI techniques for the solution of biological problems. It will help readers with their work on evolution dynamics, self-organization, natural and artificial morphogenesis, emergent collective behaviors, swarm intelligence, evolutionary strategies, genetic programming, and the evolution of social behaviors.Implementations of these networks using MATLAB Neural Network Toolbox are also described. ... Chapter 9 concentrates on the different types of fused neuro- fuzzy systems such as FALCON, ANFIS, GARIC, ... Finally MATLAB codes are given for applications such as maximization of a given function, traveling sales mananbsp;...

Title:Computational Intelligence Paradigms
Author:S. Sumathi, Surekha Paneerselvam
Publisher:CRC Press - 2010-01-05


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