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TableĀ 1 Test averaged R2 values for five standard data sets

From: RRegrs: an R package for computer-aided model selection with multiple regression models

RRegrs method Housing Computer hardware Red wine quality Automobile Parkinson telemonitoring
LM 0.707 0.822 0.355 0.824 0.154
GLM 0.709 0.825 0.353 0.824 0.153
PLS 0.266 0.740 0.066 0.757 0.091
LASSO 0.704 0.828 0.354 0.831 0.154
ENET 0.705 0.826 0.354 0.830 0.154
SVRM 0.845 0.765 0.396 0.853 0.637
NN 0.688 0.824 0.352 0.829 0.142
RF 0.874 0.907 0.500 0.915 0.972
RF-RFE 0.875 0.903 0.501 0.914 0.900
SVM-RFE 0.717 0.742 0.383 0.714 0.479