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Volumn 58, Issue 2, 2004, Pages 131-137

Bootstrap Methods for Developing Predictive Models

Author keywords

Acute myocardial infarction; Epidemiological research; Mortality; Multivariate analysis; Regression models; Variable selection

Indexed keywords


EID: 2442426473     PISSN: 00031305     EISSN: 15372731     Source Type: Journal    
DOI: 10.1198/0003130043277     Document Type: Article
Times cited : (479)

References (28)
  • 1
    • 2442446745 scopus 로고    scopus 로고
    • Automated Variable Selection Methods for Logistic Regression Result in Unstable Models for Predicting AMI Mortality
    • inpress
    • Austin, P. C., and Tu, J.V. (inpress), “Automated Variable Selection Methods for Logistic Regression Result in Unstable Models for Predicting AMI Mortality,” Journal of Clinical Epidemiology.
    • Journal of Clinical Epidemiology
    • Austin, P.C.1    Tu, J.V.2
  • 3
    • 0009020169 scopus 로고
    • Estimating the Residual Variance in Orthogonal Regression With Variable Selection
    • Copas, J. B., and Long, T. (1991), “Estimating the Residual Variance in Orthogonal Regression With Variable Selection,” The Statistician, 40, 51-59.
    • (1991) The Statistician , vol.40 , pp. 51-59
    • Copas, J.B.1    Long, T.2
  • 5
    • 0023710206 scopus 로고
    • Comparing the Areas Under Two or More Correlated Receiver Operating Curves: A Nonparametric Approach
    • DeLong, E. R., DeLong, D. M., and Clarke-Pearson, D. L. (1988), “Comparing the Areas Under Two or More Correlated Receiver Operating Curves: A Nonparametric Approach,” Biometrics, 44, 837-845.
    • (1988) Biometrics , vol.44 , pp. 837-845
    • Delong, E.R.1    Delong, D.M.2    Clarke-Pearson, D.L.3
  • 6
    • 85004844353 scopus 로고
    • Backward, Forward and StepwiseAu-tomated Subset Selection Algorithms: Frequency of Obtaining Authentic and NoiseVariables
    • Derksen, S., and Keselman, H. J. (1992), “Backward, Forward and StepwiseAu-tomated Subset Selection Algorithms: Frequency of Obtaining Authentic and NoiseVariables,” British Journal of Mathematical and Statistical Psychology, 45,265-282.
    • (1992) British Journal of Mathematical and Statistical Psychology , vol.45 , pp. 265-282
    • Derksen, S.1    Keselman, H.J.2
  • 8
    • 0032533761 scopus 로고    scopus 로고
    • ACom-parison of Statistical Learning Methods on the GUSTO Database
    • Ennis, M., Hinton, G., Naylor, D., Revow, M., and Tibshirani, R. (1998),“ACom-parison of Statistical Learning Methods on the GUSTO Database,” Statistics in Medicine, 17,2501-2508.
    • (1998) Statistics in Medicine , vol.17 , pp. 2501-2508
    • Ennis, M.1    Hinton, G.2    Naylor, D.3    Revow, M.4    Tibshirani, R.5
  • 9
    • 84952499789 scopus 로고
    • Frequency of Selecting Noise Variables in Subset Regression Analysis: A Simulation Study
    • Flack, V. F., and Chang, P. C. (1987), “Frequency of Selecting Noise Variables in Subset Regression Analysis: A Simulation Study,”The American Statistician, 14, 84-86.
    • (1987) The American Statistician , vol.14 , pp. 84-86
    • Flack, V.F.1    Chang, P.C.2
  • 10
    • 0020083498 scopus 로고
    • The Meaning and Use of the Area Under a Receiver Operating Characteristic (ROC) Curve
    • Hanley, J. A., and McNeil, B. J. (1982), “The Meaning and Use of the Area Under a Receiver Operating Characteristic (ROC) Curve,” Radiology, 143, 29-36.
    • (1982) Radiology , vol.143 , pp. 29-36
    • Hanley, J.A.1    McNeil, B.J.2
  • 11
    • 34547836373 scopus 로고    scopus 로고
    • Regression Modelling Strategies: With Applications to Linear Models, Logistic Regression, and Survival Analyses
    • Harrell, F. E., Jr. (2001), “Regression Modelling Strategies: With Applications to Linear Models, Logistic Regression, and Survival Analyses,” New York: Springer-Verlag.
    • (2001) New York: Springer-Verlag
    • Harrell, F.E.1
  • 12
    • 0017280570 scopus 로고
    • The Analysis and Selection of Variables in Linear Regression
    • Hocking, R. R. (1976), “The Analysis and Selection of Variables in Linear Regression,” Biometrics, 32, 1-49.
    • (1976) Biometrics , vol.32 , pp. 1-49
    • Hocking, R.R.1
  • 14
    • 0031006441 scopus 로고    scopus 로고
    • A Comparison of Goodness-of-fitTests for the Logistic Regression Model
    • Hosmer, D. W., Hosmer, T., Le Cessie, S., and Lemeshow, S. (1997), “A Comparison of Goodness-of-fitTests for the Logistic Regression Model,” Statistics in Medicine, 16, 965-980.
    • (1997) Statistics in Medicine , vol.16 , pp. 965-980
    • Hosmer, D.W.1    Hosmer, T.2    Le Cessie, S.3    Lemeshow, S.4
  • 16
    • 0344678334 scopus 로고    scopus 로고
    • PREDICT: A Simple Risk Score for Clinical Severity and Long-Term Prognosis After Hospitalization for Acute Myocardial Infarction or Unstable Angina: The Minnesota Heart Survey
    • Jacobs, D. R., Jr., Kroenke, C., Crow, R., Deshpande, M., Gu, D. F., Gatewood, L., et al. (1999), “PREDICT: A Simple Risk Score for Clinical Severity and Long-Term Prognosis After Hospitalization for Acute Myocardial Infarction or Unstable Angina: The Minnesota Heart Survey,” Circulation, 100, 599-607.
    • (1999) Circulation , vol.100 , pp. 599-607
    • Jacobs, D.R.1    Kroenke, C.2    Crow, R.3    Deshpande, M.4    Gu, D.F.5    Gatewood, L.6
  • 17
    • 0033564048 scopus 로고    scopus 로고
    • Comparing AMI Mortality Among Hospitals in Patients 65 Years and Older: Evaluating Methods of Risk Adjustment
    • Krumholz, H. M., Chen, J., Wang, Y., Radford, M. J., Chen, Y. T., and Marciniak, T. A. (1999), “Comparing AMI Mortality Among Hospitals in Patients 65 Years and Older: Evaluating Methods of Risk Adjustment,” Circulation, 99, 2986-2992.
    • (1999) Circulation , vol.99 , pp. 2986-2992
    • Krumholz, H.M.1    Chen, J.2    Wang, Y.3    Radford, M.J.4    Chen, Y.T.5    Marciniak, T.A.6
  • 18
    • 0028918696 scopus 로고
    • Predictors of 30-day Mortality in the Era of Reperfusion for Acute Myocardial Infarction: Results from an International Trial of 41,021 Patients
    • Lee, K. L., Woodlief, L. H., Topol, E. J., Weaver, W. D., Betriu, A., and Col, J., et al. (1995), “Predictors of 30-day Mortality in the Era of Reperfusion for Acute Myocardial Infarction: Results from an International Trial of 41,021 Patients,” Circulation, 91, 1659-1668.
    • (1995) Circulation , vol.91 , pp. 1659-1668
    • Lee, K.L.1    Woodlief, L.H.2    Topol, E.J.3    Weaver, W.D.4    Betriu, A.5    Col, J.6
  • 19
    • 0000187970 scopus 로고
    • Selection of Subsets of Regression Variables
    • Series A
    • Miller, A. J. (1984), “Selection of Subsets of Regression Variables,” Journal of the Royal Statistical Society, Series A, 147, 389-425.
    • (1984) Journal of the Royal Statistical Society , vol.147 , pp. 389-425
    • Miller, A.J.1
  • 21
    • 0034711145 scopus 로고    scopus 로고
    • TIMI Risk Score for ST-Elevation Myocardial Infarction: A Convenient, Bedside, Clinical Score for Risk Assessment at Presentation: An Intravenous nPA for Treatment of In farcting Myocardium Early II Trial Substudy
    • Morrow, D. A., Antman, E. M., Charlesworth, A., Cairns, R., Murphy, S. A., de Lemos, J. A., et al. (2000), “TIMI Risk Score for ST-Elevation Myocardial Infarction: A Convenient, Bedside, Clinical Score for Risk Assessment at Presentation: An Intravenous nPA for Treatment of In farcting Myocardium Early II Trial Substudy,” Circulation, 102, 2031-2037.
    • (2000) Circulation , vol.102 , pp. 2031-2037
    • Morrow, D.A.1    Antman, E.M.2    Charlesworth, A.3    Cairns, R.4    Murphy, S.A.5    De Lemos, J.A.6
  • 25
    • 0027081755 scopus 로고
    • A Bootstrap Re sampling Procedure for Model Building: Application to the Cox Regression Model
    • Sauerbrei, W., and Schumacher, M. (1992), “A Bootstrap Re sampling Procedure for Model Building: Application to the Cox Regression Model,” Statistics in Medicine, 11,2093-2109.
    • (1992) Statistics in Medicine , vol.11 , pp. 2093-2109
    • Sauerbrei, W.1    Schumacher, M.2
  • 27
    • 0032998533 scopus 로고    scopus 로고
    • Statistical Models and Occams Razor,”
    • Wears, R. L., and Lewis, R. J. (1999), “Statistical Models and Occam’s Razor,” Academic Emergency Medicine, 6, 93-94.
    • (1999) Academic Emergency Medicine , vol.6 , pp. 93-94
    • Wears, R.L.1    Lewis, R.J.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.