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Volumn 48, Issue 3, 1999, Pages 313-329

The use of resampling methods to simplify regression models in medical statistics

Author keywords

Backward elimination; Bootstrap; Cross validation; Model complexity; Prediction; Selection bias; Selection level

Indexed keywords


EID: 0033426505     PISSN: 00359254     EISSN: None     Source Type: Journal    
DOI: 10.1111/1467-9876.00155     Document Type: Article
Times cited : (258)

References (30)
  • 1
    • 0027282314 scopus 로고
    • The influence of model-building strategies on the results of a case-control study
    • Blettner, M. and Sauerbrei, W. (1993) The influence of model-building strategies on the results of a case-control study. Statist. Med., 12, 1325-1338.
    • (1993) Statist. Med. , vol.12 , pp. 1325-1338
    • Blettner, M.1    Sauerbrei, W.2
  • 2
    • 0001587464 scopus 로고
    • The little bootstrap and other methods for dimensionality selection in regression: X-fixed prediction error
    • Breiman, L. (1992) The little bootstrap and other methods for dimensionality selection in regression: X-fixed prediction error. J. Am. Statist. Ass., 87, 738-754.
    • (1992) J. Am. Statist. Ass. , vol.87 , pp. 738-754
    • Breiman, L.1
  • 3
    • 84874257732 scopus 로고
    • Better subset regression using the nonnegative garotte
    • _ (1995) Better subset regression using the nonnegative garotte. Technometrics, 37, 373-384.
    • (1995) Technometrics , vol.37 , pp. 373-384
  • 4
    • 0030613470 scopus 로고    scopus 로고
    • Model selection: An integral part of inference
    • Buckland, S. T., Burnham, K. P. and Augustin, N. H. (1997) Model selection: an integral part of inference. Biometrics, 53, 603-618.
    • (1997) Biometrics , vol.53 , pp. 603-618
    • Buckland, S.T.1    Burnham, K.P.2    Augustin, N.H.3
  • 5
    • 1942422934 scopus 로고
    • Model uncertainty, data mining and statistical inference
    • Chatfield, C. (1995) Model uncertainty, data mining and statistical inference (with discussion). J. R. Statist. Soc. A. 158, 419-466.
    • (1995) J. R. Statist. Soc. A. , vol.158 , pp. 419-466
    • Chatfield, C.1
  • 6
    • 0021958612 scopus 로고
    • The bootstrap and identification of prognostic factors via Cox's proportional hazards regression model
    • Chen, C.-H. and George, S. L. (1985) The bootstrap and identification of prognostic factors via Cox's proportional hazards regression model. Statist. Med., 4, 39-46.
    • (1985) Statist. Med. , vol.4 , pp. 39-46
    • Chen, C.-H.1    George, S.L.2
  • 7
    • 0001573594 scopus 로고
    • Regression, prediction and shrinkage
    • Copas. J. B. (1983) Regression, prediction and shrinkage (with discussion). J. R. Statist. Soc. B, 45, 311-354.
    • (1983) J. R. Statist. Soc. B , vol.45 , pp. 311-354
    • Copas, J.B.1
  • 8
    • 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. Statistician, 40, 51-59.
    • (1991) Statistician , vol.40 , pp. 51-59
    • Copas, J.B.1    Long, T.2
  • 9
    • 0000336139 scopus 로고
    • Regression models and life-tables
    • Cox. D. R. (1972) Regression models and life-tables (with discussion). J. R. Statist. Soc. B, 34, 187-220.
    • (1972) J. R. Statist. Soc. B , vol.34 , pp. 187-220
    • Cox, D.R.1
  • 10
    • 0030248008 scopus 로고    scopus 로고
    • Development and validation of diagnostic scores for atopic dermatitis incorporating criteria of data quality and practical usefulness
    • Diepgen, T. L., Sauerbrei, W. and Fartasch, M. (1996) Development and validation of diagnostic scores for atopic dermatitis incorporating criteria of data quality and practical usefulness. J. Clin. Epidem., 49, 1031-1038.
    • (1996) J. Clin. Epidem. , vol.49 , pp. 1031-1038
    • Diepgen, T.L.1    Sauerbrei, W.2    Fartasch, M.3
  • 12
    • 0031536511 scopus 로고    scopus 로고
    • Improvements on cross-validation: The .632+ bootstrap method
    • _ (1997) Improvements on cross-validation: the .632+ bootstrap method. J. Am. Statist. Ass., 92, 548-560.
    • (1997) J. Am. Statist. Ass. , vol.92 , pp. 548-560
  • 13
    • 77956891487 scopus 로고
    • Biased estimates of treatment effect in randomized experiments with nonlinear regressions and omitted covariates
    • Gail, M. H., Wieand, S. and Piantadosi, S. (1984) Biased estimates of treatment effect in randomized experiments with nonlinear regressions and omitted covariates. Biometrika, 71, 431-444.
    • (1984) Biometrika , vol.71 , pp. 431-444
    • Gail, M.H.1    Wieand, S.2    Piantadosi, S.3
  • 14
    • 0021135218 scopus 로고
    • Regression modeling strategies for improved prognostic prediction
    • Harrell, F. E., Lee, K. L., Califf, R. M., Pryor, D. B. and Rosati, R. A. (1984) Regression modeling strategies for improved prognostic prediction. Statist. Med., 3, 143-152.
    • (1984) Statist. Med. , vol.3 , pp. 143-152
    • Harrell, F.E.1    Lee, K.L.2    Califf, R.M.3    Pryor, D.B.4    Rosati, R.A.5
  • 15
    • 0030069896 scopus 로고    scopus 로고
    • Multivariable prognostic models: Issues in developing models, evaluating assumptions and adequacy, and measuring and reducing errors
    • Harrell, F. E., Lee, K. L. and Mark, D. B. (1996) Multivariable prognostic models: issues in developing models, evaluating assumptions and adequacy, and measuring and reducing errors. Statist. Med., 15, 361-387.
    • (1996) Statist. Med. , vol.15 , pp. 361-387
    • Harrell, F.E.1    Lee, K.L.2    Mark, D.B.3
  • 16
    • 38249005872 scopus 로고
    • On model selection in the computer age
    • Hjorth, U. (1989) On model selection in the computer age. J. Statist. Planng Inf., 23, 101-115.
    • (1989) J. Statist. Planng Inf. , vol.23 , pp. 101-115
    • Hjorth, U.1
  • 18
    • 0025151933 scopus 로고
    • Predictive value of statistical models
    • van Houwelingen, J. C. and le Cessie, S. (1990) Predictive value of statistical models. Statist. Med., 9, 1303-1325.
    • (1990) Statist. Med. , vol.9 , pp. 1303-1325
    • Van Houwelingen, J.C.1    Le Cessie, S.2
  • 20
    • 0000187970 scopus 로고
    • Selection of subsets of regression variables
    • Miller, A. J. (1984) Selection of subsets of regression variables (with discussion). J. R. Statist. Soc. A. 147, 389-425.
    • (1984) J. R. Statist. Soc. A. , vol.147 , pp. 389-425
    • Miller, A.J.1
  • 23
    • 33947227575 scopus 로고
    • Prediction error and its estimation for subset-selected models
    • Roecker, E. B. (1991) Prediction error and its estimation for subset-selected models. Technometrics, 33, 459-468.
    • (1991) Technometrics , vol.33 , pp. 459-468
    • Roecker, E.B.1
  • 24
    • 4243675962 scopus 로고
    • Variablenselektion in regressionsmodellen unter besonderer berücksichtigung medizinischer fragestellungen
    • University of Dortmund, Dortmund
    • Sauerbrei, W. (1992) Variablenselektion in Regressionsmodellen unter besonderer Berücksichtigung medizinischer Fragestellungen (Variable selection in regression models with application in medical research). Dissertation, University of Dortmund, Dortmund.
    • (1992) Dissertation
    • Sauerbrei, W.1
  • 25
    • 0043001264 scopus 로고
    • Comparison of variable selection procedures in regression models - a simulation study and practical examples
    • (eds J. Michaelis, G. Hommel and S. Wellek), Munich: MMV Medizin
    • _ (1993) Comparison of variable selection procedures in regression models - a simulation study and practical examples. In Europäische Perspektiven der Medizinischen Informatik, Biometrie und Epidemiologie (eds J. Michaelis, G. Hommel and S. Wellek), pp. 108-113. Munich: MMV Medizin.
    • (1993) Europäische Perspektiven Der Medizinischen Informatik, Biometrie und Epidemiologie , pp. 108-113
  • 26
    • 0027081755 scopus 로고
    • A bootstrap resampling procedure for model building: Application to the Cox regression model
    • Sauerbrei, W. and Schumacher, M. (1992) A bootstrap resampling procedure for model building: application to the Cox regression model. Statist. Med., 11, 2093-2109.
    • (1992) Statist. Med. , vol.11 , pp. 2093-2109
    • Sauerbrei, W.1    Schumacher, M.2
  • 27
    • 0001281382 scopus 로고
    • Model selection criteria and model selection tests in regression models
    • Teräsvirta, T. and Mellin, I. (1986) Model selection criteria and model selection tests in regression models. Scand. J. Statist., 13, 159-171.
    • (1986) Scand. J. Statist. , vol.13 , pp. 159-171
    • Teräsvirta, T.1    Mellin, I.2
  • 28
    • 0001287271 scopus 로고    scopus 로고
    • Regression shrinkage and selection via the lasso
    • Tibshirani, R. (1996) Regression shrinkage and selection via the lasso. J. R. Statist. Soc. B, 58, 267-288.
    • (1996) J. R. Statist. Soc. B , vol.58 , pp. 267-288
    • Tibshirani, R.1
  • 30
    • 0027765563 scopus 로고
    • Cross-validation in survival analysis
    • Verweij, P. J. M. and van Houwelingen, J. C. (1993) Cross-validation in survival analysis. Statist. Med., 12, 2305-2314.
    • (1993) Statist. Med. , vol.12 , pp. 2305-2314
    • Verweij, P.J.M.1    Van Houwelingen, J.C.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.