ROC Curves for Continuous Data download pdf
ROC Curves for Continuous Data download pdf
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Author: David J. Hand
Page Count: 256 pages
Published Date: 01 Jun 2009
Publisher: Taylor & Francis Ltd
Publication Country: Boca Raton, FL, United States
Language: English
ISBN: 9781439800218
File Name: ROC.Curves.for.Continuous.Data.pdf
Download Link: ROC Curves for Continuous Data
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Since ROC curves have become ubiquitous in many application areas, the various advances have been scattered across disparate articles and texts. ROC Curves for Continuous Data is the first book solely devoted to the subject, bringing together all the relevant material to provide a clear understanding of how to analyze ROC curves. The fundamental theory of ROC curves The book first discusses the relationship between the ROC curve and numerous performance measures and then extends the theory into practice by describing how ROC curves are estimated. Further building on the theory, the authors present statistical tests for ROC curves and their summary statistics. They consider the impact of covariates on ROC curves, examine the important special problem of comparing two ROC curves, and cover Bayesian methods for ROC analysis. Special topics The text then moves on to extensions of the basic analysis to cope with more complex situations, such as the combination of multiple ROC curves and problems induced by the presence of more than two classes. Focusing on design and interpretation issues, it covers missing data, verification bias, sample size determination, the design of ROC studies, and the choice of optimum threshold from the ROC curve. The final chapter explores applications that not only illustrate some of the techniques but also demonstrate the very wide applicability of these techniques across different disciplines. With nearly 5,000 articles published to date relating to ROC analysis, the explosive interest in ROC curves and their analysis will continue in the foreseeable future. Embracing this growth of interest, this timely book will undoubtedly guide present and future users of ROC analysis.
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ROC Curves for Continuous Data. David J. Hand
Author: David J. Hand
Page Count: 256 pages
Published Date: 01 Jun 2009
Publisher: Taylor & Francis Ltd
Publication Country: Boca Raton, FL, United States
Language: English
ISBN: 9781439800218
File Name: ROC.Curves.for.Continuous.Data.pdf
Download Link: ROC Curves for Continuous Data
---------------------------------------------------------------
Since ROC curves have become ubiquitous in many application areas, the various advances have been scattered across disparate articles and texts. ROC Curves for Continuous Data is the first book solely devoted to the subject, bringing together all the relevant material to provide a clear understanding of how to analyze ROC curves. The fundamental theory of ROC curves The book first discusses the relationship between the ROC curve and numerous performance measures and then extends the theory into practice by describing how ROC curves are estimated. Further building on the theory, the authors present statistical tests for ROC curves and their summary statistics. They consider the impact of covariates on ROC curves, examine the important special problem of comparing two ROC curves, and cover Bayesian methods for ROC analysis. Special topics The text then moves on to extensions of the basic analysis to cope with more complex situations, such as the combination of multiple ROC curves and problems induced by the presence of more than two classes. Focusing on design and interpretation issues, it covers missing data, verification bias, sample size determination, the design of ROC studies, and the choice of optimum threshold from the ROC curve. The final chapter explores applications that not only illustrate some of the techniques but also demonstrate the very wide applicability of these techniques across different disciplines. With nearly 5,000 articles published to date relating to ROC analysis, the explosive interest in ROC curves and their analysis will continue in the foreseeable future. Embracing this growth of interest, this timely book will undoubtedly guide present and future users of ROC analysis.
Read online ROC Curves for Continuous Data Buy ROC Curves for Continuous Data Download ROC Curves for Continuous Data for pc, mac, kindle, readers Download to iPad/iPhone/iOS, B&N nook ROC Curves for Continuous Data ebook, pdf, djvu, epub, mobi, fb2, zip, rar, torrent
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