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The Statistical Evaluation of Medical Tests for Classification and Prediction (Oxford Statistical Science Series) - Hardcover
Book 2 of 8: Oxford Statistical Science
Synopsis
This book describes statistical concepts and techniques for evaluating medical diagnostic tests and biomarkers for detecting disease. More generally, the techniques pertain to the statistical classification problem for predicting a dichotomous outcome. Measures for quantifying test accuracy are described including sensitivity, specificity, predictive values, diagnostic likelihood ratios and the Receiver Operating Characteristic Curve that is commonly used for continuous and ordinal valued tests. Statistical procedures are presented for estimating and comparing them. Regression frameworks for assessing factors that influence test accuracy and for comparing tests while adjusting for such factors are presented. This book presents many worked examples of real data and should be of interest to practicing statisticians or quantitative researchers involved in the development of tests for classification or prediction in medicine.
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About the Author
Margaret Sullivan Pepe is a Professor of Biostatistics, University of Washington and Fred Hutchinson Cancer Research Center, Washington, USA.
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The Statistical Evaluation of Medical Tests for Classification and Prediction (eng)
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Statistical Evaluation of Medical Tests for Classification and Prediction
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STATIST EVAL MED TESTS CLASSIF OSSS 31 C
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The Statistical Evaluation of Medical Tests for Classification and Prediction
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Statistical Evaluation of Medical Tests for Classification and Prediction
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Oxford University Press, 2003
ISBN 10: 0198509847
ISBN 13: 9780198509844
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Statistical Evaluation of Medical Tests for Classification and Prediction
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The Statistical Evaluation of Medical Tests for Classification and Prediction (Hardcover)
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ISBN 13: 9780198509844
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Hardcover. Condition: new. Hardcover. The use of clinical and laboratory information to detect conditions and predict patient outcomes is a mainstay of medical practice. Modern biotechnology offers increasing potential to develop sophisticated tests for these purposes. This book describes the statistical concepts and techniques for evaluating the accuracy of medical tests. Worked examples include applications to cancer biomarker studies, prospective disease screening studies, diagnostic radiologystudies and audiology testing studies. The statistical methodology can be broadly applied for evaluating classifiers and to problems beyond medical settings.Several measures forquantifying test accuracy are described including the Receiver Operating Characteristic Curve. Pepe presents statistical procedures for the estimation and comparison of those measures among tests. Regression frameworks for assessing factors that influence test accuracy and for comparing tests while adjusting for such factors are presented. The sequence of research steps involved in the development of a test is considered in some detail. Sample size calculations and other issues pertinent tostudy design are described for tests at various phases of development. In addition, the impacts of missing data and imperfect reference data are addressed. These problems often occur in practice, andmodern statistical procedures for dealing with them are discussed. Additional topics that are covered include: meta-analysis for summarizing the results of multiple studies of a test; the evaluation of markers for predicting event time data; and procedures for combining the results of multiple tests to improve classification.This book should be of interest to quantitative researchers and practicing statisticians. The book also covers the theoretical foundations forstatistical inference and should therefore be of interest to academic statisticians including those involved in statistical methodological research in this field. This book describes statistical techniques for the design and evaluation of research studies on medical diagnostic tests, screening tests, biomarkers and new technologies for classification and prediction in medicine. This item is printed on demand. Shipping may be from our UK warehouse or from our Australian or US warehouses, depending on stock availability. Seller Inventory # 9780198509844
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STATIST EVAL MED TESTS CLASSIF OSSS 31 C
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Buch. Condition: Neu. STATIST EVAL MED TESTS CLASSIF OSSS 31 C | Pepe | Buch | Gebunden | Englisch | 2003 | ACADEMIC | EAN 9780198509844 | Verantwortliche Person für die EU: Libri GmbH, Europaallee 1, 36244 Bad Hersfeld, gpsr[at]libri[dot]de | Anbieter: preigu Print on Demand. Seller Inventory # 134007327
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The Statistical Evaluation of Medical Tests for Classification and Prediction Pepe Margaret, Sullivan
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ISBN 10: 0198509847
ISBN 13: 9780198509844
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Condition: gut. 2003. The Statistical Evaluation of Medical Tests for Classification and Prediction In englischer Sprache. pages. Seller Inventory # BN261496
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