Comparison of receiver operating curves derived from the same population: a bootstrapping approach

作者: Alain Moise , Bernard Clément , Pierre Ducimetière , Martial G. Bourassa

DOI: 10.1016/0010-4809(85)90039-4

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摘要: Abstract The receiver operating curve (ROC) gives a representation of sensitivity and specificity prediction model when varying the cutpoint decision rule on whole spectrum. Evaluation two models established (or tested) in same population patients warrants valid statistical comparison their ROC curves. Hanley et al. recently provided method for overall curves (J. A. B. J. McNeil, Radiology 148 , 839–843, 1983). Often cross, or differ only part courses. Bootstrapping is proposed as graphical check significance differences confined to curve. An example comparing coronary artery disease progression given illustrate this new approach.

参考文章(17)
Bradley Efron, Nonparametric standard errors and confidence intervals Canadian Journal of Statistics-revue Canadienne De Statistique. ,vol. 9, pp. 139- 158 ,(1981) , 10.2307/3314608
Charles E. Metz, Basic principles of ROC analysis Seminars in Nuclear Medicine. ,vol. 8, pp. 283- 298 ,(1978) , 10.1016/S0001-2998(78)80014-2
Bradley Efron, Gail Gong, A Leisurely Look at the Bootstrap, the Jackknife, and Cross-Validation The American Statistician. ,vol. 37, pp. 36- 48 ,(1983) , 10.1080/00031305.1983.10483087
Barbara J. McNeil, James A. Hanley, Statistical approaches to clinical predictions. The New England Journal of Medicine. ,vol. 304, pp. 1292- 1294 ,(1981) , 10.1056/NEJM198105213042111
Donald A. Norman, A COMPARISON OF DATA OBTAINED WITH DIFFERENT FALSE-ALARM RATES. Psychological Review. ,vol. 71, pp. 243- 246 ,(1964) , 10.1037/H0044136
Alain Moise, Pierre Théroux, Yves Taeymans, David D. Waters, Jacques Lespérance, Philippe Fines, Bénédicte Descoings, Pierre Robert, Clinical and Angiographic Factors Associated With Coronary Artery Disease Progression of Coronary Artery Disease Journal of the American College of Cardiology. ,vol. 3, pp. 659- 667 ,(1984) , 10.1016/S0735-1097(84)80240-5
John R. Kramer, Hidemasa Kitazume, William L. Proudfit, Yasuo Matsuda, George W. Williams, F.Mason Sones, Progression and regression of coronary atherosclerosis: Relation to risk factors American Heart Journal. ,vol. 105, pp. 134- 144 ,(1983) , 10.1016/0002-8703(83)90290-9
Gail Gong, Cross-Validation, the Jackknife, and the Bootstrap: Excess Error Estimation in Forward Logistic Regression Journal of the American Statistical Association. ,vol. 81, pp. 108- 113 ,(1986) , 10.1080/01621459.1986.10478245
A V Bruschke, T S Wijers, W Kolsters, J Landmann, The anatomic evolution of coronary artery disease demonstrated by coronary arteriography in 256 nonoperated patients. Circulation. ,vol. 63, pp. 527- 536 ,(1981) , 10.1161/01.CIR.63.3.527
Irwin Pollack, Robert Hsieh, Sampling variability of the area under the ROC-curve and of d'e. Psychological Bulletin. ,vol. 71, pp. 161- 173 ,(1969) , 10.1037/H0026862