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Table 2 Test averaged RMSE 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

0.007

0.001

0.002

0.076

0.034

GLM

0.007

0.001

0.002

0.076

0.034

PLS

0.011

0.001

0.003

0.094

0.035

LASSO

0.007

0.001

0.002

0.074

0.034

ENET

0.007

0.001

0.002

0.075

0.034

SVRM

0.005

0.001

0.002

0.067

0.022

NN

0.007

0.001

0.002

0.075

0.034

RF

0.005

0.001

0.002

0.052

0.006

RF-RFE

0.005

0.001

0.002

0.052

0.013

SVM-RFE

0.008

0.002

0.002

0.113

0.027