Evaluating learning algorithms: a classification perspective
Auteur :
Japkowicz, Nathalie / Shah, Mohak
Éditeur :
Cambridge University Press
ISBN :
9781107653115
Date de publication :
6 mars 2014
Dimensions :
23,4 x 15,6 x 2,2 cm
Poids :
590 g
Format :
Trade paperback (US)
Langue :
Anglais
Pays d'origine :
Grande Bretagne
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.