A new regularization method for regression models is proposed. The criterion to be minimized contains a penalty term … which explicitly links strength of penalization to the correlation between predictors. As the elastic net, the method … proposed method. -- Correlation based estimator ; Boosting ; Variable selection ; Elastic net ; Lasso ; Penalization …