Evaluating Learning Algorithms 在线电子书 pdf 下载 txt下载 epub 下载 mobi 下载 2024

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Nathalie Japkowicz 作者

Cambridge University Press

译者

2011-3 出版日期

422 页数

$90.00 价格

Hardcover

丛书系列

9780521196000 图书编码

Evaluating Learning Algorithms 在线电子书图书标签: 机器学习 evaluating ML

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Evaluating Learning Algorithms 在线电子书 epub 下载 mobi 下载 pdf 下载 txt 下载 2024

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Evaluating Learning Algorithms 在线电子书图书描述

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.

Evaluating Learning Algorithms 在线电子书下载 mobi epub pdf txt 在线电子书下载

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