Download Combining Pattern ...

Ludmila I. Kuncheva

Format: Print Length

Language: English

Pages: 384

Publisher: Wiley; 2 edition (August 13, 2014)


Format: PDF / Kindle / ePub

Size: 5.2 MB

Downloadable formats: PDF

A unified, coherent therapy of present classifier ensemble tools, from basics of trend popularity to ensemble characteristic choice, now in its moment variation The artwork and technological know-how of mixing trend classifiers has flourished right into a prolific self-discipline because the first version of mixing trend Classifiers used to be released in 2004. Dr. Kuncheva has plucked from the wealthy panorama of contemporary classifier ensemble literature the themes, equipment, and algorithms that would advisor the reader towards a deeper figuring out of the basics, layout, and functions of classifier ensemble equipment. completely up to date, with MATLABĀ® code and perform information units all through, Combining trend Classifiers contains: insurance of Bayes choice thought and experimental comparability of classifiers crucial ensemble tools comparable to Bagging, Random wooded area, AdaBoost, Random subspace, Rotation woodland, Random oracle, and blunder Correcting Output Code, between others Chapters on classifier choice, variety, and ensemble characteristic choice With company grounding within the basics of trend reputation, and that includes greater than one hundred forty illustrations, Combining development Classifiers, moment variation is a invaluable reference for postgraduate scholars, researchers, and practitioners in computing and engineering.

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