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Evaluating Learning Algorithms: A Classification Perspective Japkowicz, Nathalie (American University, Washington DC)
Evaluating Learning Algorithms: A Classification Perspective
Japkowicz, Nathalie (American University, Washington DC)
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.
424 pages, 40 b/w illus. 45 tables
| Medios de comunicación | Libros Hardcover Book (Libro con lomo y cubierta duros) |
| Publicado | 17 de enero de 2011 |
| ISBN13 | 9780521196000 |
| Editores | Cambridge University Press |
| Páginas | 424 |
| Dimensiones | 164 × 235 × 27 mm · 720 g |
| Lengua | Inglés |