Concepedia

Comparison of variable selection methods for clinical predictive modeling

L. Nelson Sanchez‐Pinto, Laura Ruth Venable, John Fahrenbach, Matthew M. Churpek

International Journal of Medical Informatics · 2018 · 277 citations · 37 references

Open access

Concepts

ComputingBiostatisticsClinical Decision SupportPredictive AnalyticsStatistical ModelingFeature SelectionModel SelectionModel Selection For Categorical DataPatient SelectionPredictive Health ModelingVariable SelectionBayesian Nonparametric Variable SelectionBayesian Variable SelectionFeature Selection For RegressionMultilevel Variable SelectionStatistical Model Selection

References

37

Regression Shrinkage and Selection Via the Lasso

Robert Tibshirani · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 1996 · 51.8K citations

Business, Biostatistics, Computer Science +17

Regularization and Variable Selection Via the Elastic Net

Hui Zou, Trevor Hastie · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 2005 · 21K citations · Full text

Computing, Computer Science, Data Science +15

William A. Knaus, Elizabeth A. Draper, Douglas P. Wagner et al. · Critical Care Medicine · 1985 · 13.7K citations

Medicine, Internal Medicine, Clinical Classification Systems +16

<b>mice</b>: Multivariate Imputation by Chained Equations in<i>R</i>

Stef van Buuren, Karin Groothuis‐Oudshoorn · Journal of Statistical Software · 2011 · 13.6K citations · Full text

Public Health, Biostatistics, Computational Biology +13

APACHE II-A Severity of Disease Classification System

William A. Knaus, Elizabeth A. Draper, Douglas P. Wagner et al. · Critical Care Medicine · 1986 · 13.4K citations

Health Professions, Biostatistics, Clinical Classification Systems +12