Observer performance methods for diagnostic imaging foundations, modeling, and applications with R-based examples / Dev P. Chakraborty.
| Author/creator | Chakraborty, Dev P. |
| Format | Electronic |
| Publication Info | Boca Raton, FL : CRC Press, Taylor & Francis Group, [2017] |
| Description | xlvii, 542 pages : illustrations ; 26 cm. |
| Supplemental Content | Full text available from Taylor & Francis eBooks |
| Subjects |
| Series | Imaging in medical diagnosis and therapy ; 29 Imaging in medical diagnosis and therapy ; 29. ^A1034959 |
| Contents | The binary paradigm -- Modeling the binary task -- The ratings paradigm -- Empirical AUC -- Binormal model -- Sources of variability affecting AUC -- Hypothesis testing -- Dorfman-Berbaum-Metz-Hillis (DMBH) analysis / co-author: Xuetong Zhai, MS -- Obuchowski-Rockette-Hillis (ORH) analysis / co-author: Xuetong Zhai, MS -- Sample size estimation for ROC studies -- The FROC paradigm -- Empirical operating characteristics derivable from FROC data -- Computation and meanings of empirical FROC FOM-statistics and AUC measures -- Visual search paradigms -- The radiological search model (RSM) -- Predictions of the RSM -- Fitting RSM to FROC/ROC data and key findings -- Analyzing FROC data and sample size estimation -- Proper ROC models -- The bivariate binormal model and its software implementation (CORROC2) -- Comparing performance of standalone CAD to a group of radiologists interpreting the same cases -- Design and calibration of a single-modality multiple-reader decision variable simulator and using it to validate the proposed CAD analysis method / co-author: Xuetong Zhai, MS. |
| Access restriction | Available only to authorized users. |
| Technical details | Mode of access: World Wide Web |
| Genre/form | Electronic books. |
| LCCN | 2017031569 |
| ISBN | 9781482214840 (hardback ; alk. paper) |
| ISBN | 1482214849 (hardback ; alk. paper) |