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Ensemble Methods : Foundations and Algorithms, Hardcover by Zhou, Zhi-Hua, Br...
- Item No : 197257198358
- Condition : Brand New
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- Seller : superbookdeals1
- Current Bid : US $84.82
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* Item Description
- Ensemble Methods : Foundations and Algorithms, Hardcover by Zhou, Zhi-Hua, ISBN 1032960604, ISBN-13 9781032960609, Brand New, Free P&P in the UK
"Ensemble methods that train multiple learners and then combine them to use, with \textit{Boosting} and \textit{Bagging} as representatives, are well-known machine learning approaches. It has become common sense that an ensemble is usually significantly more accurate than a single learner, and ensemble methods have already achieved great success in various real-world tasks. Twelve years have passed since the publication of the first edition of th in 2012 (Japanese and Chinese versions published in 2017 and 2020, respectively). Many significant advances in this field have been developed. First, many theoretical issues have been tackled, ., the fundamental question of \textit{why AdaBoost seems resistant to overfitting} gets addressed, so that nowwe understand much more about the essence of ensemble methods. Second, ensemble methods have been well developed in more machine learning fields, ., \textit{isolation forest} in anomaly detection, so that now we have powerful ensemble methods for tasks beyond conventional supervised learning. Third, ensemble mechanisms have also been found helpful in phenomenon and emerging areas such as deep learning and online learning. Therefore, it is time to present the second edition of th. Th is intended to be written in a concise but comprehensive style, not to be too lengthy to make readers who just step into this field feel frightened. Due to the significantly increased amount of content, however, the current book is nearly half thicker than its anterior edition"--
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