Author: Nathalie Japkowicz
Edition:
Binding: Hardcover
ISBN: 0521196000
Publisher: Cambridge University Press
Features:
Edition:
Binding: Hardcover
ISBN: 0521196000
Publisher: Cambridge University Press
Features:
Evaluating Learning Algorithms: A Classification Perspective
The field of machine learning has matured to the point where many sophisticated learning approaches can be applied to practical applications. Search and download computer ebooks Evaluating Learning Algorithms: A Classification Perspective for free.
Evaluating Learning Algorithms : A Classification Perspective, ISBN-13: 9780521196000, ISBN-10: 0521196000. Download Evaluating Learning Algorithms computer ebooks
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.
Evaluating Learning Algorithms Ebook
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author mohak shah author nathalie japkowicz format hardback language english publication year 31 12 2010 subject computing it subject 2 computing professional programming title evaluating learning algorithms a classification perspective author japkowicz nathalie shah mohak publisher cambridge univ pr publication date mar 17 2011 pages 406 binding hardcover dimensions 6 25 wx 9 25 hx 1 00 d isbn 0521196000 subject computers machine theory description technological advances in recent decades hav
Evaluating Learning Algorithms Ucmbs 9780521196000 09780521196000
author mohak shah author nathalie japkowicz format hardback language english publication year 31 12 2010 subject computing it subject 2 computing professional programming evaluating learning algorithms nathalie japkowicz mohak shah hard 9780521196000 author biography nathalie japkowicz is an associate professor at the school of information technology and engineering of the university of ottawa she is a former assistant professor at dalhousie university and lecturer at ohio state university japko
Evaluating Learning Algorithms Free
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
hus 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.
