Computational Intelligence: Soft Computing and Fuzzy-Neuro Integration with Applications

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Okyay Kaynak, Lotfi A. Zadeh, Burhan Türksen, Imre J. Rudas
Springer Science & Business Media, Aug 20, 1998 - Computers - 542 pages
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Soft computing is a consortium of computing methodologies that provide a foundation for the conception, design, and deployment of intelligent systems and aims to formalize the human ability to make rational decisions in an environment of uncertainty and imprecision. This book is based on a NATO Advanced Study Institute held in 1996 on soft computing and its applications. The distinguished contributors consider the principal constituents of soft computing, namely fuzzy logic, neurocomputing, genetic computing, and probabilistic reasoning, the relations between them, and their fusion in industrial applications. Two areas emphasized in the book are how to achieve a synergistic combination of the main constituents of soft computing and how the combination can be used to achieve a high Machine Intelligence Quotient.
 

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Contents

Computational Intelligence
1
Computational Intelligence Defined By Everyone
10
Computational Intelligence Extended Truth Tables and Fuzzy Normal Forms
38
Uncertainty Theories by Modal Logic
60
Foundations of Fuzzy Theory
80
Measures of Specificity
94
Whats in a Fuzzy Membership Value?
114
New Types of Generalized Operations
128
The Morphogenetic Neuron
304
Boolean Soft Computing by Nonlinear Neural Networks With Hyperincursive Stack Memory
333
Data Analysis
352
Fuzzy Data Analysis
381
Probabilistic and Possibilistic Networks and How To Learn Them from Data
403
Applications
427
Fuzzy Sets and the Management of Uncertainty in Computer Vision
434
Intelligent Robotic Systems Based on Soft Computing Adaptation Learning and Evolution
450

Fuzzy Systems
157
Fuzzy Inference Systems A Critical Review
177
Fuzzy Decision Support Systems
198
NeuroFuzzy Systems
230
Fuzzified PetriNets and Their Application to Organising Supervisory Controller
260
Neural Networks
283
Hardware and Software Architectures for Soft Computing
482
Fuzzy Logic Control for Design and Control of Manufacturing Systems
496
Applications Of Intelligent Multiobjective Fuzzy Decision Making
514
A Product Life Cycle Information Management System Infrastructure with CADCAECAM Task Automation and Intelligent Support Capabilities
521
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