Multiclass Classification on NSL-KDD
83.13AccuracyRandom Forest
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Random ForestLearning time (sec)=73.42025.12 | 83.13 | 0.0104 | 88.7 | |
| Proposed IDS FrameworkLearning time (sec)=43.632025.12 | 82.23 | 1.032 | 88.64 | |
| WCGAN-GPIDS model=CNN-LSTM2026.03 | 82.1 | — | — | |
| Gradient Boosting Machine (GBM)Learning time (sec)=75.672025.12 | 81.82 | 1.2583 | 87.3 | |
| GMA-SAWGAN-GPIDS model=CNN-LSTM2026.03 | 81.4 | — | — | |
| TMG-GANIDS model=CNN-LSTM2026.03 | 81.3 | — | — | |
| WCGAN-GPIDS model=CNN-BiLSTM2026.03 | 81.2 | — | — | |
| Multi-Layer PerceptronLearning time (sec)=452025.12 | 80.66 | 1.064 | 85.9 | |
| Proposed IDS FrameworkLearning time (sec)=63.672025.12 | 80.13 | 1.348 | 86.7 | |
| GMA-SAWGAN-GPIDS model=CNN-BiLSTM2026.03 | 79.8 | — | — | |
| GMA-SAWGAN-GPIDS model=LSTM2026.03 | 79.6 | — | — | |
| MultiCritics-WGAN-GPIDS model=CNN-LSTM2026.03 | 79.5 | — | — | |
| WCGAN-GPIDS model=CNN2026.03 | 79.4 | — | — | |
| GMA-SAWGAN-GPIDS model=CNN2026.03 | 78.8 | — | — | |
| Multi-Layer PerceptronLearning time (sec)=72.392025.12 | 78.67 | 1.967 | 85.3 | |
| SYN-GANIDS model=CNN-LSTM2026.03 | 77.8 | — | — | |
| TMG-GANIDS model=CNN-BiLSTM2026.03 | 77.7 | — | — | |
| MultiCritics-WGAN-GPIDS model=CNN2026.03 | 77.4 | — | — | |
| TMG-GANIDS model=CNN2026.03 | 77.3 | — | — | |
| DAE-GANIDS model=CNN2026.03 | 77.2 | — | — | |
| WCGAN-GPIDS model=DNN2026.03 | 77.1 | — | — | |
| MultiCritics-WGAN-GPIDS model=LSTM2026.03 | 77.1 | — | — | |
| SYN-GANIDS model=CNN2026.03 | 76.7 | — | — | |
| DAE-GANIDS model=LSTM2026.03 | 76.7 | — | — | |
| WCGAN-GPIDS model=LSTM2026.03 | 76.7 | — | — | |
| MultiCritics-WGAN-GPIDS model=CNN-BiLSTM2026.03 | 76.7 | — | — | |
| TMG-GANIDS model=LSTM2026.03 | 76.3 | — | — | |
| SYN-GANIDS model=CNN-BiLSTM2026.03 | 76 | — | — | |
| DAE-GANIDS model=DNN2026.03 | 75.7 | — | — | |
| DAE-GANIDS model=CNN-BiLSTM2026.03 | 75.6 | — | — | |
| DAE-GANIDS model=CNN-LSTM2026.03 | 75.6 | — | — | |
| SYN-GANIDS model=LSTM2026.03 | 75.4 | — | — | |
| MultiCritics-WGAN-GPIDS model=DNN2026.03 | 75.3 | — | — | |
| TMG-GANIDS model=DNN2026.03 | 75.1 | — | — | |
| SYN-GANIDS model=DNN2026.03 | 75 | — | — | |
| GMA-SAWGAN-GPIDS model=DNN2026.03 | 74.2 | — | — |