Ensemble Learning: Pattern Classification Using Ensemble Methods (Second Edition) (Machine Perception and Artificial Intelligence #85) (Hardcover)

Ensemble Learning: Pattern Classification Using Ensemble Methods (Second Edition) (Machine Perception and Artificial Intelligence #85) By Lior Rokach Cover Image
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Description


This updated compendium provides a methodical introduction with a coherent and unified repository of ensemble methods, theories, trends, challenges, and applications. More than a third of this edition comprised of new materials, highlighting descriptions of the classic methods, and extensions and novel approaches that have recently been introduced.Along with algorithmic descriptions of each method, the settings in which each method is applicable and the consequences and tradeoffs incurred by using the method is succinctly featured. R code for implementation of the algorithm is also emphasized.The unique volume provides researchers, students and practitioners in industry with a comprehensive, concise and convenient resource on ensemble learning methods.
Product Details
ISBN: 9789811201950
ISBN-10: 9811201951
Publisher: World Scientific Publishing Company
Publication Date: March 25th, 2019
Pages: 300
Language: English
Series: Machine Perception and Artificial Intelligence