Research Article
An Ensemble Classification Method for High-Dimensional Data Using Neighborhood Rough Set
Table 7
Classification results on Arabidopsis-TEV dataset.
| | Ensemble | ACC (%) | SN (%) | SP (%) | G-mean |
| | SVM | 33.33 | 100.00 | 0.00 | 0.0000 | | Random | 33.33 | 100.00 | 0.00 | 0.0000 | | Bagging | 33.33 | 100.00 | 0.00 | 0.0000 | | AdaboostM1 | 52.38 | 85.71 | 35.71 | 0.5533 | | Stacking | 33.33 | 100.00 | 0.00 | 0.0000 | | Kappa | 66.83 | 75.00 | 55.40 | 0.6422 | | DECHDNRS | 75.58 | 80.86 | 68.20 | 0.7415 | | AECHDNRS | 74.42 | 78.43 | 68.80 | 0.7331 | | ECHDNRS | 75.65 | 82.21 | 66.45 | 0.7378 |
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