Table 8.
Performance comparison of recent prediction models on ALL_IDB dataset
| Work Ref. | Classifier | Performance metrics | ||||
|---|---|---|---|---|---|---|
| ACC | P | R | F1 | S | ||
| ALL_IDB 1 | ||||||
| Mishra et al. [142] | SVM | 0.99 | 0.99 | 1.00 | 0.99 | 0.99 |
| Shafique et al. [197] | SVM | 0.93 | – | – | – | – |
| Rahman and Hasan [170] | SVM+DT+k-NN | 0.93 | – | 0.96 | – | – |
| Mohammed et al. [145] | SVM | 0.97 | – | – | – | – |
| ALL_IDB 2 | ||||||
| Abdeldaim et al. [2] | k-NN | 0.96 | – | – | – | – |
| Mishra et al. [142] | SVM | 0.89 | – | 0.84 | – | 0.94 |
| Shafique et al. [196] | DNN | 0.99 | – | – | – | – |
| Rawat et al. [176] | ANFIS | 0.96 | – | – | – | – |
| Mishra et al. [143] | RF | 0.99 | 0.97 | 1.00 | 0.98 | 0.98 |
| Sahlol et al. [181] | SVM | 0.98 | 1.00 | 0.97 | 0.985 | 0.97 |