An Ensemble Classification Method for High-Dimensional Data Using Neighborhood Rough Set

Table 5

Classification results on Arabidopsis-Drought dataset.

Ensemble	ACC (%)	SN (%)	SP (%)	G-mean
SVM	91.67	100.00	83.33	0.9129
Random	91.67	100.00	83.33	0.9129
Bagging	87.50	100.00	75.00	0.8660
AdaboostM1	95.83	100.00	91.67	0.9574
Stacking	91.67	100.00	83.33	0.9129
Kappa	93.54	94.67	92.57	0.9360
DECHDNRS	96.15	97.33	95.14	0.9623
AECHDNRS	95.77	97.67	94.14	0.9587
ECHDNRS	96.08	96.71	95.54	0.9611