Ensemble Learning: Pattern Classification Using Ensemble Methods (Hardcover, Second Edition)


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.

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Product 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.

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Product Details

General

Imprint

World Scientific Publishing Co Pte Ltd

Country of origin

Singapore

Series

Series In Machine Perception And Artificial Intelligence, 85

Release date

March 2019

Availability

Expected to ship within 10 - 15 working days

First published

2019

Authors

Format

Hardcover

Pages

300

Edition

Second Edition

ISBN-13

978-981-12-0195-0

Barcode

9789811201950

Categories

LSN

981-12-0195-1



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