Intrusion Detection on Survival Kia Dataset
100RecallRandom Forest
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Random ForestModel=Random Forest, Attacks=Normal2025.12 | 100 | — | 0.9999 | 0.9999 | |
| Random ForestModel=Random Forest, Attacks=Flood2025.12 | 100 | — | 1 | 1 | |
| TransformerModel=Transformer, Attacks=Flood2025.12 | 100 | 1 | 1 | 1 | |
| FedLiTeCANModel=Transformer, Attacks=Flood2025.12 | 100 | 1 | 1 | 1 | |
| FedLiTeCANModel=Transformer, Attacks=MalF2025.12 | 100 | 0.9961 | 0.9 | 0.95 | |
| StatisticalModel=Statistical, Attacks=MalF2025.12 | 99.9 | — | — | — | |
| StatisticalModel=Statistical, Attacks=Flood2025.12 | 99.7 | — | — | — | |
| Random ForestModel=Random Forest, Attacks=Fuzzy2025.12 | 99.56 | 0.9997 | 1 | 0.9978 | |
| FedLiTeCANModel=Transformer, Attacks=Normal2025.12 | 99 | 0.999 | 0.99 | 0.99 | |
| StatisticalModel=Statistical, Attacks=Fuzzy2025.12 | 98.9 | — | — | — | |
| FedLiTeCANModel=Transformer, Attacks=Fuzzy2025.12 | 98 | 0.9681 | 0.97 | 0.98 | |
| TransformerModel=Transformer, Attacks=MalF2025.12 | 97.8 | 0.977 | 0.978 | 0.993 | |
| TransformerModel=Transformer, Attacks=Fuzzy2025.12 | 95.6 | 0.974 | 0.99 | 0.973 | |
| Random ForestModel=Random Forest, Attacks=MalF2025.12 | — | 0.9994 | 1 | 0.9979 |