Classification and Learning Using Genetic Algorithms
Autor: | Sanghamitra Bandyopadhyay, Sankar Kumar Pal |
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EAN: | 9783540496076 |
eBook Format: | |
Sprache: | Englisch |
Produktart: | eBook |
Veröffentlichungsdatum: | 17.05.2007 |
Untertitel: | Applications in Bioinformatics and Web Intelligence |
Kategorie: | |
Schlagworte: | Bioinformatics DOM Evolutionary computation Machine learning Pattern recognition Variable Web mining algorithms classification cognition data mining electrical engineering genetic algorithms intelligence learning |
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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-à-vis several widely used classifiers, including neural networks.