Table 2 DDoS attack recognition outcome of SSODE-GCNDM technique under distinct epochs.
Class | \(\:\varvec{A}\varvec{c}\varvec{c}{\varvec{u}}_{\varvec{y}}\) | \(\:\varvec{P}\varvec{r}\varvec{e}{\varvec{c}}_{\varvec{n}}\) | \(\:\varvec{R}\varvec{e}\varvec{c}{\varvec{a}}_{\varvec{l}}\) | \(\:{\varvec{F}}_{\varvec{m}\varvec{e}\varvec{a}\varvec{s}\varvec{u}\varvec{r}\varvec{e}}\) | \(\:{\varvec{G}}_{\varvec{M}\varvec{e}\varvec{a}\varvec{n}\varvec{s}}\) |
|---|---|---|---|---|---|
Epoch − 500 | |||||
DDoS Attack | 99.10 | 97.92 | 99.10 | 98.51 | 98.51 |
Normal | 96.50 | 98.47 | 96.50 | 97.47 | 97.48 |
Average | 97.80 | 98.20 | 97.80 | 97.99 | 98.00 |
Epoch − 1000 | |||||
DDoS Attack | 99.90 | 99.60 | 99.90 | 99.75 | 99.75 |
Normal | 99.33 | 99.83 | 99.33 | 99.58 | 99.58 |
Average | 99.62 | 99.72 | 99.62 | 99.67 | 99.67 |
Epoch − 1500 | |||||
DDoS Attack | 99.40 | 98.71 | 99.40 | 99.05 | 99.05 |
Normal | 97.83 | 98.99 | 97.83 | 98.41 | 98.41 |
Average | 98.62 | 98.85 | 98.62 | 98.73 | 98.73 |
Epoch − 2000 | |||||
DDoS Attack | 99.30 | 97.83 | 99.30 | 98.56 | 98.56 |
Normal | 96.33 | 98.80 | 96.33 | 97.55 | 97.56 |
Average | 97.82 | 98.32 | 97.82 | 98.06 | 98.06 |
Epoch − 2500 | |||||
DDoS Attack | 99.40 | 99.10 | 99.40 | 99.25 | 99.25 |
Normal | 98.50 | 98.99 | 98.50 | 98.75 | 98.75 |
Average | 98.95 | 99.05 | 98.95 | 99.00 | 99.00 |
Epoch − 3000 | |||||
DDoS Attack | 99.10 | 98.22 | 99.10 | 98.66 | 98.66 |
Normal | 97.00 | 98.48 | 97.00 | 97.73 | 97.74 |
Average | 98.05 | 98.35 | 98.05 | 98.19 | 98.20 |