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.
Lior Rokach
Pattern Classification Using Ensemble Methods [PDF ebook]
Pattern Classification Using Ensemble Methods [PDF ebook]
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语言 英语 ● 格式 PDF ● 网页 244 ● ISBN 9789814271073 ● 文件大小 3.2 MB ● 出版者 World Scientific Publishing Company ● 市 Singapore ● 国家 SG ● 发布时间 2009 ● 下载 24 个月 ● 货币 EUR ● ID 2447893 ● 复制保护 Adobe DRM
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