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Classification and Learning Using Genetic Algorithms: Applications in Bioinformatics and Web Intelligence

Classification and Learning Using Genetic Algorithms: Applications in Bioinformatics and Web Intelligence

Authors
Publisher Springer, Berlin
Year
Pages 311
Version hardback
Language English
ISBN 9783540496069
Categories Pattern recognition
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Book description

This book provides a unified framework that describes how genetic learning can be used to design pattern recognition and learning systems. It examines how a search technique, the genetic algorithm, can be used for pattern classification mainly through approximating decision boundaries. Coverage also demonstrates the effectiveness of the genetic classifiers vis-a-vis several widely used classifiers, including neural networks.

Classification and Learning Using Genetic Algorithms: Applications in Bioinformatics and Web Intelligence

Table of contents

Genetic Algorithms.- Supervised Classification Using Genetic Algorithms.- Theoretical Analysis of the GA-classifier.- Variable String Lengths in GA-classifier.- Chromosome Differentiation in VGA-classifier.- Multiobjective VGA-classifier and Quantitative Indices.- Genetic Algorithms in Clustering.- Genetic Learning in Bioinformatics.- Genetic Algorithms and Web Intelligence.

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