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The Statistical Evaluation of Medical Tests for Classification and Prediction
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The Statistical Evaluation of Medical Tests for Classification and Prediction Paperback - 2004 - 1st Edition

by Margaret Sullivan Pepe


From the publisher

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.

Details

  • Title The Statistical Evaluation of Medical Tests for Classification and Prediction
  • Author Margaret Sullivan Pepe
  • Binding Paperback
  • Edition number 1st
  • Edition 1
  • Pages 318
  • Volumes 1
  • Language ENG
  • Publisher OUP Oxford
  • Date 2004-12-16
  • Illustrated Yes
  • Features Bibliography, Illustrated
  • ISBN 9780198565826 / 0198565828
  • Weight 1.08 lbs (0.49 kg)
  • Dimensions 9.1 x 6.28 x 0.72 in (23.11 x 15.95 x 1.83 cm)
  • Dewey Decimal Code 616.075
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The Statistical Evaluation of Medical Tests for Classification and Prediction
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The Statistical Evaluation of Medical Tests for Classification and Prediction

The Statistical Evaluation of Medical Tests for Classification and Prediction

by Pepe, Margaret Sullivan (Professor of Biostatistics, University of Washington; Fred Hutchinson Cancer Research Center, Washington, USA)

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The Statistical Evaluation of Medical Tests for Classification and Prediction (Oxford Statistical...
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The Statistical Evaluation of Medical Tests for Classification and Prediction (Oxford Statistical Science Series)

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The Statistical Evaluation of Medical Tests for Classification and Prediction (Oxford Statistical Science Series, 31)

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The Statistical Evaluation of Medical Tests for Classification and Prediction (Oxford Statistical Science Series, 31)

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