Pattern Classification Using Ensemble Methods (Machine Perception and Artificial Intelligence) - Hardcover

Rokach, Lior

Hardcover

ISBN 10: 9814271063 ISBN 13: 9789814271066

Publisher: World Scientific Publishing Company, 2010

Synopsis

Researchers from various disciplines such as pattern recognition, statistics, and machine learning have explored the use of ensemble methodology since the late seventies. Thus, they are faced with a wide variety of methods, given the growing interest in the field. This book aims to impose a degree of order upon this diversity by presenting a coherent and unified repository of ensemble methods, theories, trends, challenges and applications.The book describes in detail the classical methods, as well as the extensions and novel approaches developed recently. Along with algorithmic descriptions of each method, it also explains the circumstances in which this method is applicable and the consequences and the trade-offs incurred by using the method.

About this title

From the Back Cover

Researchers from various disciplines such as pattern recognition, statistics, and machine learning have explored the use of ensemble methodology since the late seventies. Thus, they are faced with a wide variety of methods, given the growing interest in the field. This book aims to impose a degree of order upon this diversity by presenting a coherent and unified repository of ensemble methods, theories, trends, challenges and applications.

The book describes in detail the classical methods, as well as the extensions and novel approaches developed recently. Along with algorithmic descriptions of each method, it also explains the circumstances in which this method is applicable and the consequences and the trade-offs incurred by using the method.

Edition details

• Publisher: World Scientific Publishing Company
• Publication date: 2010
• Language: English
• ISBN 10: 9814271063
• ISBN 13: 9789814271066
• Binding: Hardcover
• Number of pages: 244