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Evaluating Learning Algorithms : A Classification Perspective

By: (Author) Mohak Shah , (Author) Nathalie Japkowicz

Manufacture on Demand

Ksh 10,250.00

Format: Paperback / Softback

ISBN-10: 1107653118

ISBN-13: 9781107653115

Publisher: Cambridge University Press

Imprint: Cambridge University Press

Country of Manufacture: GB

Country of Publication: GB

Publication Date: Mar 6th, 2014

Print length: 424 Pages

Weight: 660 grams

Dimensions (height x width x thickness): 23.40 x 14.70 x 2.30 cms

Product Classification: Machine learning
Pattern recognition

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This book gives a solid basis for conducting performance evaluations of learning algorithms in practical settings with an emphasis on classification algorithms. The authors describe several techniques designed to deal with performance measures and methods, error estimation or re-sampling techniques, statistical significance testing, data set selection and evaluation benchmark design.

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