Intrusion Detection on Survival Spark
100RecallTransformer
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| TransformerAttacks=Flood2025.12 | 100 | 1 | 1 | 1 | |
| TransformerAttacks=MalF2025.12 | 100 | 1 | 1 | 1 | |
| StatisticalAttacks=MalF2025.12 | 99.83 | — | — | — | |
| FedLiTeCANModel=Transformer, Attacks=Normal2025.12 | 99 | 0.9851 | 0.97 | 0.98 | |
| FedLiTeCANModel=Transformer, Attacks=Flood2025.12 | 99 | 0.9881 | 0.99 | 0.99 | |
| FedLiTeCANModel=Transformer, Attacks=MalF2025.12 | 99 | 0.9938 | 0.99 | 0.99 | |
| StatisticalAttacks=Flood2025.12 | 92.35 | — | — | — | |
| FedLiTeCANModel=Transformer, Attacks=Fuzzy2025.12 | 91 | 0.9081 | 0.92 | 0.91 | |
| StatisticalAttacks=Fuzzy2025.12 | 87.08 | — | — | — | |
| TransformerAttacks=Fuzzy2025.12 | 73.6 | 0.957 | 0.947 | 0.828 |