|
|
books
| book details |
Evaluating Learning Algorithms: A Classification Perspective
By (author) Nathalie Japkowicz, By (author) Mohak Shah
|
| on special |
normal price: R 2 862.95
Price: R 2 719.95
|
| book description |
The field of machine learning has matured to the point where many sophisticated learning approaches can be applied to practical applications. Thus it is of critical importance that researchers have the proper tools to evaluate learning approaches and understand the underlying issues. This book examines various aspects of the evaluation process with an emphasis on classification algorithms. The authors describe several techniques for classifier performance assessment, error estimation and resampling, obtaining statistical significance as well as selecting appropriate domains for evaluation. They also present a unified evaluation framework and highlight how different components of evaluation are both significantly interrelated and interdependent. The techniques presented in the book are illustrated using R and WEKA, facilitating better practical insight as well as implementation. Aimed at researchers in the theory and applications of machine learning, this book offers a solid basis for conducting performance evaluations of algorithms in practical settings.
| product details |
Normally shipped |
Publisher | Cambridge University Press
Published date | 6 Mar 2014
Language |
Format | Paperback / softback
Pages | 424
Dimensions | 234 x 156 x 22mm (L x W x H)
Weight | 590g
ISBN | 978-1-1076-5311-5
Readership Age |
BISAC | computers / data processing / optical data processing
| other options |
|
|
To view the items in your trolley please sign in.
| sign in |
|
|
|
| specials |
|
|
Katie Daysh
Paperback / softback
384 pages
was: R 295.95
now: R 259.95
|
|
Victor Frankenstein driven by the mad dream of creating his own creature, experiments with alchemy and science to build a monster stitched together from dead remains.
|
|
Mary Shelley
Paperback / softback
112 pages
was: R 285.95
now: R 251.95
|
York Notes Advanced offer a fresh and accessible approach to English Literature.
|
This is indeed a story of mercy and the redemption it offers.
|
|
|
|
