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

Table 1 Test averaged R² values for five standard data sets

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

ISSN: 1758-2946