Intrusion Detection on CIC-IDS 2017 (group-by-5-tuple)
99.79AccuracyRandom Forest
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Random ForestArchitecture=Random Forest (last), T=1, Classes=132026.06 | 99.79 | 77.8 | |
| 1D-CNNArchitecture=1D-CNN over time, T=20, Classes=132026.06 | 99.69 | 73.3 | |
| LSTMArchitecture=LSTM over time, T=20, Classes=132026.06 | 99.64 | 75.3 | |
| GRUArchitecture=GRU over time, T=20, Classes=132026.06 | 99.44 | 73.6 | |
| CNN-TransformerArchitecture=CNN+Transformer ([CLS]), T=20, Classes=132026.06 | 97.17 | 54.9 |