Classification and Learning Using Genetic Algorithms Applications in Bioinformatics and Web Intelligence |
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Author:
| Pal, Sankar Kumar Bandyopadhyay, Sanghamitra |
Series title: | Natural Computing Ser. |
ISBN: | 978-3-642-08054-8 |
Publication Date: | Nov 2010 |
Publisher: | Springer
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Book Format: | Paperback |
List Price: | AUD $302.95 |
Book Description:
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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.
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.