Table 9 Result analysis of the ablation study of TTOCDM-XAIRNN approach under the CICIDS 2017 dataset.
CICIDS 2017 Dataset | ||||
|---|---|---|---|---|
Methods | \(\:\varvec{A}\varvec{c}\varvec{c}{\varvec{u}}_{\varvec{y}}\) | \(\:\varvec{P}\varvec{r}\varvec{e}{\varvec{c}}_{\varvec{n}}\) | \(\:\varvec{R}\varvec{e}\varvec{c}{\varvec{a}}_{\varvec{l}}\) | \(\:{\varvec{F}}_{\varvec{m}\varvec{e}\varvec{a}\varvec{n}\varvec{s}}\) |
LSN | 96.46 | 96.25 | 96.24 | 96.30 |
POA | 97.19 | 96.88 | 97.02 | 96.86 |
A-LSTM-BiGRU without EOA | 97.80 | 97.68 | 97.64 | 97.60 |
A-LSTM-BiGRU with EOA | 98.36 | 98.24 | 98.28 | 98.24 |
TTOCDM-XAIRNN | 98.87 | 98.87 | 98.87 | 98.87 |
