Evaluating Learning Algorithms: A Classification Perspective, Japkowicz

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http://boxuesky.com/viewthread.php?tid=230099

• Hardcover: 422 pages
• Publisher: Cambridge University Press (January 17, 2011)
• Language: English
• ISBN-10: 0521196000
• ISBN-13: 978-0521196000
  

Publication Date: January 17, 2011
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.

求翻译

xmen0518 发表于 2012-9-9 12:25
求翻译

My friend, I need the original English version.

我有这本书，晚上回去上传吧。

去年的贴。。。。 Evaluating Learning Algorithms - A Classification Perspective.pdf (3.39 MB, 需要: 1 个论坛币)

2013-7-26 12:33:17 上传

需要: 1 个论坛币  [购买]

谷歌拼音

正读，不错的书，对分类器的评价非常有帮助