Evaluating Learning Algorithms: A Classification Perspective

by Nathalie Japkowicz and Mohak Shah

Book Overview

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...

• Format: Paperback
• Language: English
• ISBN: 1107653118
• ISBN13: 9781107653115
• Release Date: March 2014
• Publisher: Cambridge University Press
• Length: 424 Pages
• Weight: 1.35 lbs.
• Dimensions: 0.9" x 6.1" x 9.2"