Evaluating Learning Algorithms - Japkowicz, Nathalie (American University, Washington DC) a Shah, Mohak (Praescivi Advisors)

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.