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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 desc...

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Tác giả chính: Pepe, Margaret Sullivan
Tác giả khác: Margaret Sullivan Pepe
Ngôn ngữ:Undetermined
English
Được phát hành: Oxford,New York Oxford University Press 2003
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Thư viện lưu trữ: Trung tâm Học liệu Trường Đại học Trà Vinh
LEADER 01750nam a2200277Ia 4500
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020 |a 0198509847 
020 |a 9780198509844 
041 |a eng 
082 |a 616.075 
082 |b M109 
100 |a Pepe, Margaret Sullivan 
245 4 |a The  
245 0 |c Margaret Sullivan Pepe 
260 |a Oxford,New York 
260 |b Oxford University Press 
260 |c 2003 
300 |a xvi, 302 p. 
300 |b ill. 
300 |c 25 cm 
504 |a Includes bibliographical references (p. 280-296) and index 
520 |a 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 
650 |a Research Design; Diagnostic Techniques and Procedures; Statistics; Medical statistics; Diagnosis; Laboratory 
700 |a Margaret Sullivan Pepe 
980 |a Trung tâm Học liệu Trường Đại học Trà Vinh