Research Article
Detection and Prevention of Man-in-the-Middle Spoofing Attacks in MANETs Using Predictive Techniques in Artificial Neural Networks (ANN)
Table 3
Confusion matrices of different numbers of node configuration scenarios for stress testing with computational times.
| | TP rate | FP rate | Precision | Recall | F-measure | ROC area | Class |
| 17 nodes | 1 | 0 | 1 | 1 | 1 | 1 | Cbr | 0.62 | 0 | 1 | 0.62 | 0.77 | 0.78 | AODV | 0 | 0.05 | 0 | 0 | 0 | — | AODV_MITM | Weighted average | 0.95 | 0 | 1 | 0.95 | 0.97 | 0.971 | |
| 18 nodes | 1 | 0 | 1 | 1 | 1 | 1 | Cbr | 0.62 | 0 | 1 | 0.615 | 0.76 | 0.781 | AODV | 0 | 0.079 | 0 | 0 | 0 | — | AODV_MITM | 19 nodes | 1 | 0 | 1 | 1 | 1 | 0.999 | Cbr | 0.547 | 0 | 1 | 0.547 | 0.707 | 0.748 | AODV | 0 | 0.148 | 0 | 0 | 0 | — | AODV_MITM | Weighted average | 0.852 | 0 | 1 | 0.852 | 0.904 | 0.916 | |
| 20 nodes | 1 | 0 | 1 | 1 | 1 | 1 | Cbr | 0.658 | 0 | 1 | 0.658 | 0.794 | 0.794 | AODV | 0 | 0.039 | 0 | 0 | 0 | — | AODV_MITM | Weighted average | 0.961 | 0 | 1 | 0.961 | 0.977 | 0.98 | |
|
|