The harm of class imbalance corrections for risk prediction models: illustration and simulation using logistic regression.
Ruben van den GoorberghMaarten van SmedenDirk TimmermanBen Van CalsterPublished in: J. Am. Medical Informatics Assoc. (2022)
Keyphrases
- logistic regression
- logistic regression models
- class imbalance
- odds ratio
- prognostic models
- decision trees
- random forests
- naive bayes
- prediction accuracy
- loss function
- class distribution
- support vector
- regression model
- classification models
- neural network
- knowledge discovery
- training set
- bayesian network classifiers