Tree-Structure based Hybrid Computational Intelligence
Theoretical Foundations and Applications
Authors: Chen, Yuehui, Abraham, Ajith
Free Preview- Covers the new field of Flexible Neural Trees Networks in a well structured way
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- About this book
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Research in computational intelligence is directed toward building thinking machines and improving our understanding of intelligence. As evident, the ultimate achievement in this field would be to mimic or exceed human cognitive capabilities including reasoning, recognition, creativity, emotions, understanding, learning and so on. In this book, the authors illustrate an hybrid computational intelligence framework and it applications for various problem solving tasks. Based on tree-structure based encoding and the specific function operators, the models can be flexibly constructed and evolved by using simple computational intelligence techniques. The main idea behind this model is the flexible neural tree, which is very adaptive, accurate and efficient. Based on the pre-defined instruction/operator sets, a flexible neural tree model can be created and evolved.
This volume comprises of 6 chapters including an introductory chapter giving the fundamental definitions and the last Chapter provides some important research challenges. Academics, scientists as well as engineers engaged in research, development and application of computational intelligence techniques and data mining will find the comprehensive coverage of this book invaluable.
- Reviews
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From the reviews:
“The book puts forward a hierarchical hybrid computational intelligence framework, in which models of a hierarchical structure and appropriate types of function operators are created and optimized by means of computational intelligence techniques. … The book is both informative and stimulating and thus becomes an interesting and valuable source.” (Ruxandra Stoean, Zentralblatt MATH, Vol. 1195, 2010)
- Table of contents (6 chapters)
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Foundations of Computational Intelligence
Pages 3-36
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Flexible Neural Tree: Foundations and Applications
Pages 39-96
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Hierarchical Neural Networks
Pages 99-125
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Hierarchical Fuzzy Systems
Pages 129-147
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Reverse Engineering of Dynamic Systems
Pages 151-182
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Table of contents (6 chapters)
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Bibliographic Information
- Bibliographic Information
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- Book Title
- Tree-Structure based Hybrid Computational Intelligence
- Book Subtitle
- Theoretical Foundations and Applications
- Authors
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- Yuehui Chen
- Ajith Abraham
- Series Title
- Intelligent Systems Reference Library
- Series Volume
- 2
- Copyright
- 2010
- Publisher
- Springer-Verlag Berlin Heidelberg
- Copyright Holder
- Springer-Verlag Berlin Heidelberg
- eBook ISBN
- 978-3-642-04739-8
- DOI
- 10.1007/978-3-642-04739-8
- Hardcover ISBN
- 978-3-642-04738-1
- Softcover ISBN
- 978-3-642-26120-6
- Series ISSN
- 1868-4394
- Edition Number
- 1
- Number of Pages
- XIV, 206
- Topics
