Foundations of Computational Intelligence: Function Approximation and Classification

by Abraham, Ajith; Hassanien, Aboul Ella; Snasel, Vaclav

• ISBN13: 9783642015359
• ISBN10: 3642015352
• Format: Hardcover
• Copyright: 2009-08-15
• Publisher: Springer Verlag

Summary

The series Studies in Computational Intelligence (SCI) publishes new developments and advances in the various areas of computational intelligence - quickly and with a high quality. The intent is to cover the theory, applications, and design methods of computational intelligence, as embedded in the fields of engineering, computer science, physics and life science, as well as the methodologies behind them. The series contains monographs, lecture notes and edited volumes in computational intelligence spanning the areas of neural networks, connectionist systems, genetic algorithms, evolutionary computation, artificial intelligence, cellular automata, self-organizing systems, soft computing, fuzzy systems and hybrid intelligent systems. Critical to both contributors and readers are the short publication time and world-wide distribution - this permits a rapid and broad dissemination of research results.

Table of Contents

Function Approximation and Classification: Theoretical Foundations
Feature Selection for Partial Least Square Based Dimension Reduction	p. 3
Classification by the Use of Decomposition of Correlation Integral	p. 39
Investigating Neighborhood Graphs for Inducing Density Based Clusters	p. 57
Some Issues on Extensions of Information and Dynamic Information Systems	p. 79
A Probabilistic Approach to the Evaluation and Combination of Preferences	p. 107
Use of the q-Gaussian Function in Radial Basis Function Networks	p. 127
Function Approximation and Classification: Success Stories and Real World Applications
Novel Biomarkers for Prostate Cancer Revealed by (a,b)-k-Feature Sets	p. 149
A Tutorial on Multi-label Classification Techniques	p. 177
Computational Intelligence in Biomedical Image Processing	p. 197
A Comparative Study of Three Graph Edit Distance Algorithms	p. 223
Classification of Complex Molecules	p. 243
Intelligent Finite Element Method and Application to Simulation of Behavior of Soils under Cyclic Loading	p. 317
An Empirical Evaluation of the Effectiveness of Different Types of Predictor Attributes in Protein Function Prediction	p. 339
Genetic Selection Algorithm and Cloning for Data Mining with GMDH Method	p. 359
Author Index	p. 377
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