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

Table 6

Classification results on Arabidopsis-Oxygen dataset.

Ensemble	ACC (%)	SN (%)	SP (%)	G-mean
SVM	87.50	100.00	66.67	0.8165
Random	87.50	100.00	71.44	0.8452
Bagging	96.88	100.00	91.67	0.9574
AdaboostM1	96.88	100.00	91.67	0.9574
Stacking	87.50	100.00	66.67	0.8165
Kappa	96.18	98.80	92.87	0.9570
DECHDNRS	96.67	98.60	91.75	0.9505
AECHDNRS	96.28	98.30	93.13	0.9565
ECHDNRS	96.61	99.13	93.44	0.9619