Table 12 The rate of misclassification for additional datasets.
Classification models | MRD | MB | MBI | MRB | MRDBI | RI | Rectangle | Convex |
|---|---|---|---|---|---|---|---|---|
CAE-264 | 9.66 | 2.48 | 15.50 | 10.90 | 45.23 | 21.54 | 1.21 | N/A |
PGBM + DN-167 | N/A | N/A | 12.26 | 6.07 | 36.75 | N/A | N/A | N/A |
TIRBM65 | 4.19 | N/A | N/A | N/A | 35.49 | N/A | N/A | N/A |
RandNet-266 | 8.48 | 1.24 | 11.64 | 13.48 | 43.70 | 17.01 | 0.08 | 5.44 |
ScatNet-263 | 7.50 | 1.26 | 18.39 | 12.29 | 50.50 | 8.03 | 0.01 | 6.49 |
LDANet-266 | 7.51 | 1.05 | 12.41 | 6.79 | 38.53 | 16.19 | 0.01 | 7.19 |
PCANet-2(softmax)66 | 8.51 | 1.41 | 11.54 | 6.84 | 35.85 | 13.40 | 0.50 | 4.20 |
SVM + Poly56 | 15.41 | 3.70 | 24.02 | 16.59 | 56.39 | 24.04 | 2.16 | 19.83 |
SVM + RBF56 | 11.09 | 3.02 | 22.59 | 14.60 | 55.17 | 24.03 | 2.16 | 19.09 |
DBN-356 | 10.29 | 3.12 | 16.29 | 6.72 | 47.40 | 22.49 | 2.59 | 18.64 |
NNet 56 | 18.09 | 4.70 | 27.39 | 20.03 | 62.17 | 33.19 | 7.15 | 32.24 |
SAA-3 [56] | 10.29 | 3.45 | 23.01 | 11.30 | 51.92 | 24.11 | 2.39 | 18.39 |
EvoCNN69 | 5.21 | 1.05 | 4.52 | 2.49 | 35.03 | 5.12 | 0.01 | 4.82 |
IPFA | 5.84 | 1.26 | 5.03 | 2.51 | 35.11 | 5.02 | 0.01 | 5.00 |
IPALO | 6.89 | 1.42 | 5.76 | 2.90 | 37.63 | 5.11 | 0.02 | 5.69 |
IPPSO | 6.00 | 1.31 | 5.11 | 2.63 | 36.99 | 5.09 | 0.01 | 5.33 |
IPCF-GWO1 | 4.93 | 1.08 | 4.49 | 2.49 | 35.12 | 4.48 | 0.01 | 5.01 |
IPCF-GWO2 | 5.21 | 1.11 | 5.01 | 3.12 | 37.22 | 5.01 | 0.02 | 5.22 |
IPCF-GWO3 | 4.99 | 1.09 | 4.59 | 2.49 | 35.04 | 5.26 | 0.01 | 5.11 |
IPCF-GWO4 | 5.14 | 1.21 | 5.22 | 3.21 | 36.22 | 5.00 | 0.02 | 5.32 |
IPCF-GWO5 | 6.03 | 1.11 | 5.31 | 4.12 | 39.21 | 5.21 | 0.02 | 5.21 |
IPCF-GWO6 | 5.99 | 1.20 | 4.92 | 2.99 | 36.00 | 5.80 | 0.01 | 5.01 |
