Feature Selection Algorithm

ML Algorithm

MMRE

PRED 25

PRED 50

PRED 75

BEST FIT

Bagging LR

0.147558

0.88

0.946667

0.98

Bagging SMOReg

0.126655

0.911824

0.963928

0.983968

Bagging MLP

0.176172

0.8

0.906667

0.96

Bagging MRules5

0.10263

0.97333

0.98

0.99333

Bagging REPTree

0.153349

0.88

0.95333

0.98

Bagging RF

0.251015

0.78

0.88

0.93333

Genetic Algorithm

Bagging RF

0.318897

0.74

0.82

0.9

Bagging REPTree

0.152987

0.88

0.95333

0.98

Bagging M5 Rule

0.10006

0.97333

0.98

0.99333

Bagging LR

0.193831

0.8133

0.9133

0.946667

Bagging MLP

0.157302

0.8733

0.966667

0.966667

Bagging SMOReg

0.128885

0.906667

0.966667

0.973333