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Evaluating Learning Algorithms
monograph
Author(s):
Nathalie Japkowicz
,
Mohak Shah
Publication date
(Online):
2009
Publisher:
Cambridge University Press
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Book
ISBN:
9780511921803
Publication date (Print):
2011
Publication date (Online):
2009
DOI:
10.1017/CBO9780511921803
SO-VID:
41228ca1-5529-49c3-aad0-51f121bdb247
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Book chapters
pp. xi
Preface
pp. 1
Introduction
pp. 23
Machine Learning and Statistics Overview
pp. 74
Performance Measures I
pp. 111
Performance Measures II
pp. 161
Error Estimation
pp. 206
Statistical Significance Testing
pp. 292
Datasets and Experimental Framework
pp. 308
Recent Developments
pp. 335
Conclusion
pp. 351
Statistical Tables
pp. 364
Additional Information on the Data
pp. 368
Two Case Studies
pp. 393
Bibliography
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