Pattern Classification Using Ensemble Methods

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    Pattern Classification Using Ensemble Methods
    By: Rokach Lior
    Publisher:
    World Scientific
    Print ISBN: 9789814271066, 9814271063
    eText ISBN: 9789814271073, 9814271071
    Format: PDF
    Available from $ 152.00 USD
    SKU 9789814271073
    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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