메뉴 건너뛰기




Volumn 24, Issue 2, 2017, Pages 209-219

Estimating the Area Under ROC Curve When the Fitted Binormal Curves Demonstrate Improper Shape

Author keywords

AUC estimation; Binormal ROC; improper shape; PROPROC; statistical properties

Indexed keywords

AREA UNDER THE CURVE; ARTICLE; BINORMAL CURVE; CONFIDENCE INTERVAL; HUMAN; MAXIMUM LIKELIHOOD METHOD; PRIORITY JOURNAL; RECEIVER OPERATING CHARACTERISTIC; RELIABILITY; SAMPLE SIZE; SIMULATION; STATISTICAL PARAMETERS; RADIOLOGY; REPRODUCIBILITY; SENSITIVITY AND SPECIFICITY; STATISTICAL BIAS; STATISTICAL MODEL; STATISTICS AND NUMERICAL DATA;

EID: 85006975151     PISSN: 10766332     EISSN: 18784046     Source Type: Journal    
DOI: 10.1016/j.acra.2016.09.020     Document Type: Article
Times cited : (23)

References (27)
  • 1
    • 0004080666 scopus 로고
    • Signal detection theory and ROC analysis
    • Academic Press New York
    • 1 Egan, J.P., Signal detection theory and ROC analysis. 1975, Academic Press, New York.
    • (1975)
    • Egan, J.P.1
  • 2
    • 0042986859 scopus 로고    scopus 로고
    • The statistical evaluation of medical tests for classification and prediction
    • Oxford University Press Oxford, United Kingdom
    • 2 Pepe, M.S., The statistical evaluation of medical tests for classification and prediction. 2004, Oxford University Press, Oxford, United Kingdom.
    • (2004)
    • Pepe, M.S.1
  • 3
    • 84948776811 scopus 로고    scopus 로고
    • Statistical methods in diagnostic medicine
    • 2nd ed. John Wiley & Sons, Inc. New York
    • 3 Zhou, X.H., Obuchowski, N.A., McClish, D.K., Statistical methods in diagnostic medicine. 2nd ed., 2011, John Wiley & Sons, Inc., New York.
    • (2011)
    • Zhou, X.H.1    Obuchowski, N.A.2    McClish, D.K.3
  • 4
    • 0031024234 scopus 로고    scopus 로고
    • A comparison of parametric and nonparametric approaches to ROC analysis of quantitative diagnostic tests
    • 4 Hajian-Tilaki, K.O., Hanley, J.A., Joseph, L., et al. A comparison of parametric and nonparametric approaches to ROC analysis of quantitative diagnostic tests. Med Decis Making 17 (1997), 94–102.
    • (1997) Med Decis Making , vol.17 , pp. 94-102
    • Hajian-Tilaki, K.O.1    Hanley, J.A.2    Joseph, L.3
  • 6
    • 0023710206 scopus 로고
    • Comparing the area under two or more correlated receiver operating characteristic curves: a nonparametric approach
    • 6 DeLong, E.R., DeLong, D.M., Clarke-Pearson, D.L., Comparing the area under two or more correlated receiver operating characteristic curves: a nonparametric approach. Biometrics 44 (1988), 837–845.
    • (1988) Biometrics , vol.44 , pp. 837-845
    • DeLong, E.R.1    DeLong, D.M.2    Clarke-Pearson, D.L.3
  • 7
    • 0031858636 scopus 로고    scopus 로고
    • Confidence intervals for the receiver operating characteristic area in studies with small samples
    • 7 Obuchowski, N.A., Lieber, M.L., Confidence intervals for the receiver operating characteristic area in studies with small samples. Acad Radiol 5 (1998), 561–571.
    • (1998) Acad Radiol , vol.5 , pp. 561-571
    • Obuchowski, N.A.1    Lieber, M.L.2
  • 8
    • 38649132833 scopus 로고
    • Maximum likelihood estimation of parameters of signal detection theory and determination of confidence intervals – rating-method data
    • 8 Dorfman, D.D., Alf, E. Jr, Maximum likelihood estimation of parameters of signal detection theory and determination of confidence intervals – rating-method data. J Math Psychol 6 (1969), 487–496.
    • (1969) J Math Psychol , vol.6 , pp. 487-496
    • Dorfman, D.D.1    Alf, E.2
  • 9
    • 0023780330 scopus 로고
    • The robustness of the “binormal” assumptions used in fitting ROC curves
    • 9 Hanley, J.A., The robustness of the “binormal” assumptions used in fitting ROC curves. Med Decis Making 8 (1988), 197–203.
    • (1988) Med Decis Making , vol.8 , pp. 197-203
    • Hanley, J.A.1
  • 10
    • 0030892346 scopus 로고    scopus 로고
    • Limitations to the robustness of binormal ROC curves: effects of model misspecification and location of decision threshold on bias, precision, size and power
    • 10 Walsh, S.J., Limitations to the robustness of binormal ROC curves: effects of model misspecification and location of decision threshold on bias, precision, size and power. Stat Med 16 (1999), 669–679.
    • (1999) Stat Med , vol.16 , pp. 669-679
    • Walsh, S.J.1
  • 11
    • 54149115912 scopus 로고    scopus 로고
    • Analyzing receiver operating characteristic curves with SAS®
    • SAS Institute Cary, NC
    • 11 Gönen, M., Analyzing receiver operating characteristic curves with SAS®. 2007, SAS Institute, Cary, NC.
    • (2007)
    • Gönen, M.1
  • 12
    • 0030844917 scopus 로고    scopus 로고
    • Sample size determination for diagnostic accuracy studies involving binormal ROC curve indices
    • 12 Obuchowski, N.A., McClish, D.K., Sample size determination for diagnostic accuracy studies involving binormal ROC curve indices. Stat Med 16 (1997), 1529–1542.
    • (1997) Stat Med , vol.16 , pp. 1529-1542
    • Obuchowski, N.A.1    McClish, D.K.2
  • 13
    • 84893409582 scopus 로고    scopus 로고
    • PASS 12
    • Kaysville, UT: NCSS, LLC [computer software]; Available at Accessed November 12, 2016
    • 13 Hintze, J., PASS 12. Kaysville, UT: NCSS, LLC [computer software]; Available at www.ncss.com, 2013 Accessed November 12, 2016.
    • (2013)
    • Hintze, J.1
  • 14
    • 33646023117 scopus 로고    scopus 로고
    • An introduction to ROC analysis
    • 14 Fawcett, T., An introduction to ROC analysis. Pattern Recognit Lett 27 (2006), 861–874.
    • (2006) Pattern Recognit Lett , vol.27 , pp. 861-874
    • Fawcett, T.1
  • 15
    • 34250162528 scopus 로고    scopus 로고
    • Assessment of medical imaging systems and computer aids: a tutorial review
    • 15 Wagner, R.F., Metz, C.E., Campbell, G., Assessment of medical imaging systems and computer aids: a tutorial review. Acad Radiol 14 (2007), 723–748.
    • (2007) Acad Radiol , vol.14 , pp. 723-748
    • Wagner, R.F.1    Metz, C.E.2    Campbell, G.3
  • 16
    • 0031134995 scopus 로고    scopus 로고
    • The “proper” binormal model: parametric receiver operating characteristic curve estimation with degenerate data
    • 16 Pan, X., Metz, C.E., The “proper” binormal model: parametric receiver operating characteristic curve estimation with degenerate data. Acad Radiol 4 (1997), 380–389.
    • (1997) Acad Radiol , vol.4 , pp. 380-389
    • Pan, X.1    Metz, C.E.2
  • 17
    • 84870842007 scopus 로고    scopus 로고
    • Metz ROC software
    • University of Chicago [computer software]; Available at Accessed November 12, 2016
    • 17 Metz ROC software. University of Chicago [computer software]; Available at http://metz-roc.uchicago.edu/MetzROC/software Accessed November 12, 2016.
  • 18
    • 0031068827 scopus 로고    scopus 로고
    • Proper receiver operating characteristic analysis: the bigamma model
    • 18 Dorfman, D.D., Berbaum, K.S., Metz, C.E., et al. Proper receiver operating characteristic analysis: the bigamma model. Acad Radiol 4 (1997), 138–149.
    • (1997) Acad Radiol , vol.4 , pp. 138-149
    • Dorfman, D.D.1    Berbaum, K.S.2    Metz, C.E.3
  • 19
    • 78651089969 scopus 로고    scopus 로고
    • Using the mean-to-sigma ratio as a measure of the improperness of binormal ROC curves
    • 19 Hillis, S.L., Berbaum, K.S., Using the mean-to-sigma ratio as a measure of the improperness of binormal ROC curves. Acad Radiol 18 (2011), 143–154.
    • (2011) Acad Radiol , vol.18 , pp. 143-154
    • Hillis, S.L.1    Berbaum, K.S.2
  • 20
    • 62549148016 scopus 로고    scopus 로고
    • A parametric ROC model-based approach for evaluating the predictiveness of continuous markers in case-control studies
    • 20 Huang, Y., Pepe, M.S., A parametric ROC model-based approach for evaluating the predictiveness of continuous markers in case-control studies. Biometrics 65 (2009), 1133–1144.
    • (2009) Biometrics , vol.65 , pp. 1133-1144
    • Huang, Y.1    Pepe, M.S.2
  • 21
    • 84964000360 scopus 로고    scopus 로고
    • Equivalence of binormal likelihood-ratio and bi-chi-squared ROC curve models
    • 21 Hillis, S.L., Equivalence of binormal likelihood-ratio and bi-chi-squared ROC curve models. Stat Med 35 (2016), 2031–2057, 10.1002/sim.6816.
    • (2016) Stat Med , vol.35 , pp. 2031-2057
    • Hillis, S.L.1
  • 22
    • 0034068352 scopus 로고    scopus 로고
    • Effects of luminance and resolution on observer performance with chest radiographs
    • 22 Herron, J.M., Bender, T.M., Campbell, W.L., et al. Effects of luminance and resolution on observer performance with chest radiographs. Radiology 215 (2000), 169–174.
    • (2000) Radiology , vol.215 , pp. 169-174
    • Herron, J.M.1    Bender, T.M.2    Campbell, W.L.3
  • 23
    • 84964041336 scopus 로고    scopus 로고
    • OR/DBM MRMC for SAS (Version 3.0) [computer software]
    • Available at Accessed November 12, 2016
    • 23 Hillis, S.L., Schartz, K.M., Berbaum, K.S., OR/DBM MRMC for SAS (Version 3.0) [computer software]. Available at http://perception.radiology.uiowa.edu, 2012 Accessed November 12, 2016.
    • (2012)
    • Hillis, S.L.1    Schartz, K.M.2    Berbaum, K.S.3
  • 24
    • 0024370623 scopus 로고
    • Analyzing a portion of the ROC curve
    • 24 McClish, D., Analyzing a portion of the ROC curve. Med Decis Making 9 (1989), 190–195.
    • (1989) Med Decis Making , vol.9 , pp. 190-195
    • McClish, D.1
  • 25
    • 0029824432 scopus 로고    scopus 로고
    • A receiver operating characteristic partial area index for highly sensitive diagnostic tests
    • 25 Jiang, Y., Metz, C.E., Nishikawa, R.M., A receiver operating characteristic partial area index for highly sensitive diagnostic tests. Radiology 201 (1996), 745–750.
    • (1996) Radiology , vol.201 , pp. 745-750
    • Jiang, Y.1    Metz, C.E.2    Nishikawa, R.M.3
  • 26
    • 84882255601 scopus 로고    scopus 로고
    • On use of partial area under the ROC curve for evaluation of diagnostic performance
    • 26 Ma, H., Bandos, A.I., Rockette, H.E., et al. On use of partial area under the ROC curve for evaluation of diagnostic performance. Stat Med 32 (2013), 3449–3458.
    • (2013) Stat Med , vol.32 , pp. 3449-3458
    • Ma, H.1    Bandos, A.I.2    Rockette, H.E.3
  • 27
    • 27344458270 scopus 로고    scopus 로고
    • Diagnostic performance of digital versus film mammography for breast-cancer screening
    • 27 Pisano, E.D., Gatsonis, C., Yaffe, M., et al. Diagnostic performance of digital versus film mammography for breast-cancer screening. N Engl J Med 353 (2005), 1773–1783.
    • (2005) N Engl J Med , vol.353 , pp. 1773-1783
    • Pisano, E.D.1    Gatsonis, C.2    Yaffe, M.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.