Table 10 Prediction results of different methods on CL317 dataset by jackknife test
| Â | Jackknife test (%) | ||||||
|---|---|---|---|---|---|---|---|
Methods | Sensitivity for each class (%) | OA (%) | |||||
Cy | Me | Mi | Se | Nu | En | ||
ID [93] | 81.3 | 81.8 | 85.3 | 88.2 | 82.7 | 83.0 | 82.7 |
ID_SVM [39] | 91.1 | 89.1 | 79.4 | 58.8 | 73.1 | 87.2 | 84.2 |
DF_SVM [21] | 92.9 | 85.5 | 76.5 | 76.5 | 93.6 | 86.5 | 88.0 |
FKNN [40] | 93.8 | 92.7 | 82.4 | 76.5 | 90.4 | 93.6 | 90.9 |
PseAAC_SVM [95] | 93.8 | 90.9 | 85.3 | 76.5 | 90.4 | 95.7 | 91.1 |
EN_FKNN [96] | 98.2 | 83.6 | 79.4 | 82.4 | 90.4 | 97.9 | 91.5 |
DWT_SVM [41] | 100 | 98.2 | 82.4 | 94.1 | 100 | 100 | 97.5 |
Auto_Cova [42] | 86.4 | 90.7 | 93.8 | 85.7 | 92.1 | 93.8 | 90.0 |
APSLAP [97] | 99.1 | 89.1 | 85.3 | 88.2 | 84.3 | 95.8 | 92.4 |
Liu et al. [43] | 98.2 | 96.4 | 94.1 | 82.4 | 96.2 | 95.7 | 95.9 |
PSSM_AC [98] | 93.8 | 90.9 | 91.2 | 82.4 | 86.5 | 95.7 | 91.5 |
DCCA coefficient [46] | 91.1 | 92.7 | 82.4 | 76.5 | 80.8 | 93.6 | 88.3 |
PsePSSM-DCCA-LFDA | 99.1 | 100 | 100 | 100 | 100 | 100 | 99.7 |