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.
By:
Lior Rokach (Ben-gurion Univ Of The Negev Israel) Imprint: World Scientific Publishing Co Pte Ltd Country of Publication: Singapore Edition: Second Edition Volume: 85 ISBN:9789811201950 ISBN 10: 9811201951 Series:Series In Machine Perception And Artificial Intelligence Pages: 300 Publication Date:01 March 2019 Audience:
College/higher education
,
Professional and scholarly
,
Primary
,
Undergraduate
Format:Hardback Publisher's Status: Active