By Zhi-Hua Zhou
ISBN-10: 1439830037
ISBN-13: 9781439830031
An up to date, self-contained advent to a cutting-edge computing device studying technique, Ensemble equipment: Foundations and Algorithms indicates how those exact equipment are utilized in real-world projects. It delivers the required basis to hold out extra study during this evolving field.
After featuring historical past and terminology, the ebook covers the most algorithms and theories, together with Boosting, Bagging, Random wooded area, averaging and vote casting schemes, the Stacking strategy, mix of specialists, and variety measures. It additionally discusses multiclass extension, noise tolerance, error-ambiguity and bias-variance decompositions, and up to date development in info theoretic diversity.
Moving directly to extra complicated subject matters, the writer explains tips to in attaining higher functionality via ensemble pruning and the way to generate higher clustering effects via combining a number of clusterings. moreover, he describes advancements of ensemble tools in semi-supervised studying, energetic studying, cost-sensitive studying, class-imbalance studying, and comprehensibility enhancement.
Read Online or Download Ensemble Methods: Foundations and Algorithms (Chapman & Hall/CRC Data Mining and Knowledge Discovery Serie) PDF
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Read e-book online Ensemble Methods: Foundations and Algorithms (Chapman & PDF
An updated, self-contained creation to a state of the art laptop studying process, Ensemble tools: Foundations and Algorithms indicates how those exact tools are utilized in real-world projects. It offers the mandatory basis to hold out extra examine during this evolving box. After offering historical past and terminology, the e-book covers the most algorithms and theories, together with Boosting, Bagging, Random wooded area, averaging and vote casting schemes, the Stacking process, mix of specialists, and variety measures.
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Ensemble Methods: Foundations and Algorithms (Chapman & Hall/CRC Data Mining and Knowledge Discovery Serie) by Zhi-Hua Zhou
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