ENGLISH

Pattern Classification Using Ensemble Methods

By Lior Rokach

Book information

Publisher
World Scientific Publishing Company
Year
2010
ISBN
9814271063, 9789814271066
LCC
TK7882.P3 R65 2010
Language
english
Format
PDF
Filesize
2 MB (2067637 bytes)
Series
Series in Machine Perception and Artificial Intelligence
Pages
225\237
Time added
2012-03-17 06:00:00

Description

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.

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