articleTop 1% cited
Internal validation of predictive models
Journal of Clinical Epidemiology · 2001 · Vol. 54(8) · pp. 774–781
Ewout W. Steyerberg✉(Erasmus University Rotterdam)Frank E. Harrell(University of Virginia)Gerard Borsboom(Erasmus University Rotterdam)Marinus J.C. Eijkemans(Erasmus University Rotterdam)Yvonne Vergouwe(Erasmus University Rotterdam)J. Dik F. Habbema(Erasmus University Rotterdam)
Statistical Methods and Bayesian InferenceAdvanced Causal Inference TechniquesHealth Systems, Economic Evaluations, Quality of LifeBootstrapping (finance)StatisticsLogistic regressionCross-validationSample size determinationSample (material)Predictive modellingRegression analysisDiscriminative modelComputer science
MeSH terms
AgedFemaleHumansMaleMyocardial InfarctionPredictive Value of TestsReproducibility of ResultsBiasLogistic Models
Funding
- Koninklijke Nederlandse Akademie van Wetenschappen
Citations
2,572
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References
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References
Model Selection: An Integral Part of Inference
Biometrics · 1997 · 1,710 citations
A simulation study of the number of events per variable in logistic regression analysis
Journal of Clinical Epidemiology · 1996 · 8,674 citations
Regression modelling strategies for improved prognostic prediction
Statistics in Medicine · 1984 · 1,819 citations
A note on a general definition of the coefficient of determination
Biometrika · 1991 · 5,632 citations
What do we mean by validating a prognostic model?
Statistics in Medicine · 2000 · 1,438 citations
MULTIVARIABLE PROGNOSTIC MODELS: ISSUES IN DEVELOPING MODELS, EVALUATING ASSUMPTIONS AND ADEQUACY, AND MEASURING AND REDUCING ERRORS
Statistics in Medicine · 1996 · 9,680 citations
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