
The Statistical Evaluation of Medical Tests for Classification and Prediction
Margaret Sullivan Pepe(Author)
Oxford University Press
Published on 7. October 2004
Book
Paperback/Softback
320 pages
978-0-19-856582-6 (ISBN)
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.Readership: Researchers and students in biostatistics (medical statistics), statistics, medical science, public health and clinical research.
Reviews / Votes
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. * Journal of Biopharmaceutical Studies * I very much recommend this book to a range of audiences, from those wanting an introduction to diagnostic test concepts and methods to active researchers in the area. This book is likely to stimulate considerable progress in development of new statistical methods for diagnostic tests, an area that relative to therapeutics has received little attention from biostatisticians. * Journal of Biopharmaceutical Studies *More details
Series
Language
English
Place of publication
Oxford
United Kingdom
Target group
Professional and scholarly
Illustrations
numerous figures
Dimensions
Height: 234 mm
Width: 156 mm
Thickness: 18 mm
Weight
488 gr
ISBN-13
978-0-19-856582-6 (9780198565826)
Copyright in bibliographic data and cover images is held by Nielsen Book Services Limited or by the publishers or by their respective licensors: all rights reserved.
Schweitzer Classification
Other editions
Additional editions

Margaret Sullivan Pepe
The Statistical Evaluation of Medical Tests for Classification and Prediction
Book
03/2003
Oxford University Press
€276.60
Shipment within 15-20 days

Margaret Sullivan Pepe
The Statistical Evaluation of Medical Tests for Classification and Prediction
E-Book
03/2003
1st Edition
OUP eBook
€93.49
Available for download
Person
Author
Professor of Biostatistics, University of Washington; Fred Hutchinson Cancer Research Center, Washington, USA
Content
1. Introduction ; 2. Measures of Accuracy for Binary Tests ; 3. Comparing Binary Tests and Regression Analysis ; 4. The Receiver Operating Characteristic Curve ; 5. Estimating the ROC Curve ; 6. Covariate Effects on Continuous and Ordinal Tests ; 7. Incomplete Data and Imperfect Reference Tests ; 8. Study Design and Hypothesis Testing ; 9. More Topics and Conclusions ; References/Bibliography ; Index