The Statistical Evaluation of Medical Tests for Classification and Prediction
Series: Oxford Statistical Science Series;
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Product details:
- Publisher OUP Oxford
- Date of Publication 7 October 2004
- ISBN 9780198565826
- Binding Paperback
- No. of pages320 pages
- Size 233x158x18 mm
- Weight 474 g
- Language English
- Illustrations numerous figures 0
Categories
Short description:
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.
MoreLong description:
Statistical results are given a methodical treatment. In each chapter statistical results are motivated, stated and usually proven, and then illustrated on a variety of datasets based on actual trials. Many of the results were developed by Pepe and her colleagues, who have advanced the field in seminal ways. Chapters end with a concluding remarks section, a set of exercises, and proofs of more involved theoretical results, when needed. Concluding remarks sections nicely summarize results and discuss open research questions. References to key papers are given throughout. This structure allows the book to serve as both a classroom text and an excellent reference to the current literature.
MoreTable of Contents:
Introduction
Measures of Accuracy for Binary Tests
Comparing Binary Tests and Regression Analysis
The Receiver Operating Characteristic Curve
Estimating the ROC Curve
Covariate Effects on Continuous and Ordinal Tests
Incomplete Data and Imperfect Reference Tests
Study Design and Hypothesis Testing
More Topics and Conclusions
References/Bibliography
Index