Table 2 Classifier outcome of MGODEL-ID method under various epochs.
Classes | \(\:Acc{u}_{y}\) | Precn | \(\:Rec{a}_{l}\) | \(\:{F1}_{Score}\) | \(\:{G}_{Measure}\) |
|---|---|---|---|---|---|
Epoch − 500 | |||||
Benign | 97.88 | 98.53 | 97.88 | 98.21 | 98.21 |
DDoS | 97.86 | 96.92 | 97.86 | 97.39 | 97.39 |
Average | 97.87 | 97.73 | 97.87 | 97.80 | 97.80 |
Epoch − 1000 | |||||
Benign | 98.05 | 98.65 | 98.05 | 98.35 | 98.35 |
DDoS | 98.03 | 97.16 | 98.03 | 97.60 | 97.60 |
Average | 98.04 | 97.91 | 98.04 | 97.97 | 97.97 |
Epoch − 1500 | |||||
Benign | 98.16 | 98.68 | 98.16 | 98.42 | 98.42 |
DDoS | 98.07 | 97.32 | 98.07 | 97.70 | 97.70 |
Average | 98.12 | 98.00 | 98.12 | 98.06 | 98.06 |
Epoch − 2000 | |||||
Benign | 98.33 | 98.79 | 98.33 | 98.56 | 98.56 |
DDoS | 98.23 | 97.57 | 98.23 | 97.90 | 97.90 |
Average | 98.28 | 98.18 | 98.28 | 98.23 | 98.23 |
Epoch − 2500 | |||||
Benign | 98.38 | 98.80 | 98.38 | 98.59 | 98.59 |
DDoS | 98.24 | 97.64 | 98.24 | 97.94 | 97.94 |
Average | 98.31 | 98.22 | 98.31 | 98.26 | 98.26 |
Epoch − 3000 | |||||
Benign | 98.46 | 98.74 | 98.46 | 98.60 | 98.60 |
DDoS | 98.16 | 97.75 | 98.16 | 97.95 | 97.95 |
Average | 98.31 | 98.25 | 98.31 | 98.28 | 98.28 |
