« Previous
Next »
Journal of Clinical Epidemiology
Volume 57, Issue 11
, Pages 1138-1146
, November 2004
Automated variable selection methods for logistic regression produced unstable models for predicting acute myocardial infarction mortality
References
- . Comparing AMI mortality among hospitals in patients 65 years and older: evaluating methods of risk adjustment. Circulation. 1999;99:2986–2992
- . Methods of variable selection in regression modeling. Commun Stat Simulation Computation. 1998;27:711–734
- . Statistical models and Occam's razor. Acad Emerg Med. 1999;6:93–94
- . Risk stratification and survival after myocardial infarction. N Engl J Med. 1983;309:331–336
- . Prediction on admission of in-hospital mortality in patients older than 70 years with acute myocardial infarction. Chest. 1995;108:83–88
- . Mortality risk estimation by multivariate statistical analyses. Acta Med Scand. 1975;586(Suppl):14–31
- . Short-term risk stratification at admission based on simple clinical data in acute myocardial infarction. Am J Cardiol. 1988;61:216–219
- . Selection of subsets of regression variables. J R Stat Soc [Ser A]. 1984;147:389–425
- . Subset selection in regression. 2nd edition. Boca Raton (FL): Chapman & Hall/CRC; 2002;
- . The analysis and selection of variables in linear regression. Biometrics. 1976;32:1–49
- . Frequency of selecting noise variables in subset regression analysis: a simulation study. Am Stat. 1987;14:84–86
- . Estimating the residual variance in orthogonal regression with variable selection. Statistician. 1991;40:51–59
- . Regression modelling strategies: with applications to linear models, logistic regression, and survival analyses. New York: Springer-Verlag; 2001;
- . Backward, forward and stepwise automated subset selection algorithms: frequency of obtaining authentic and noise variables. Br J Math Stat Psychol. 1992;45:265–282
- . Temporal changes in the outcomes of acute myocardial infarction in Ontario, 1992–1996. Can Med Assoc J. 1999;161:1257–1261
- . Acute myocardial infarction outcomes in Ontario. In: Naylor CD, Slaughter PM editor. Cardiovascular health services in Ontario: an ICES atlas. Toronto, Canada: Institute for Clinical Evaluative Sciences; 1999;p. 83–110
- . Applied logistic regression. New York: John Wiley & Sons; 1989;
- . An introduction to the bootstrap. London: Chapman & Hall; 1993;
- . Building multiple regression models interactively. Biometrics. 1981;37:391–411
- . Modern epidemiology. 2nd edition. Philadelphia: Lippincott Williams & Wilkins; 1998;
- . Data splitting. Am Stat. 1990;4:140–147
- . Bootstrap methods for developing predictive models. Am Stat. 2004;58:131–137
- . Bootstrap investigation of the stability of a Cox regression model. Stat Med. 1989;8:771–783
PII: S0895-4356(04)00111-8
doi: 10.1016/j.jclinepi.2004.04.003
© 2004 Elsevier Inc. All rights reserved.
« Previous
Next »
Journal of Clinical Epidemiology
Volume 57, Issue 11
, Pages 1138-1146
, November 2004
