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Statistical Evaluation of Diagnostic Performance: Topics in ROC Analysis - Chapman & Hall / CRC Biostatistics Series Zou, Kelly H. (Pfizer Inc, USA) 1st edition
Statistical Evaluation of Diagnostic Performance: Topics in ROC Analysis - Chapman & Hall / CRC Biostatistics Series
Zou, Kelly H. (Pfizer Inc, USA)
Statistical evaluation of diagnostic performance in general and Receiver Operating Characteristic (ROC) analysis in particular are important for assessing the performance of medical tests and statistical classifiers, as well as for evaluating predictive models or algorithms. This book presents innovative approaches in ROC analysis, which are relevant to a wide variety of applications, including medical imaging, cancer research, epidemiology, and bioinformatics.
Statistical Evaluation of Diagnostic Performance: Topics in ROC Analysis covers areas including monotone-transformation techniques in parametric ROC analysis, ROC methods for combined and pooled biomarkers, Bayesian hierarchical transformation models, sequential designs and inferences in the ROC setting, predictive modeling, multireader ROC analysis, and free-response ROC (FROC) methodology.
The book is suitable for graduate-level students and researchers in statistics, biostatistics, epidemiology, public health, biomedical engineering, radiology, medical imaging, biomedical informatics, and other closely related fields. Additionally, clinical researchers and practicing statisticians in academia, industry, and government could benefit from the presentation of such important and yet frequently overlooked topics.
245 pages, 33 black & white illustrations, 24 black & white tables
| Media | Books Hardcover Book (Book with hard spine and cover) |
| Released | July 27, 2011 |
| ISBN13 | 9781439812228 |
| Publishers | Taylor & Francis Inc |
| Pages | 246 |
| Dimensions | 179 × 236 × 21 mm · 574 g |
| Language | English |