IoT Attack Detection on IoTGeM Cross-Dataset (test)
100F1 ScoreDT
Evaluation results
| Method | Links | |
|---|---|---|
| DTAttack=HTTP, Feature Type=Window-based2023.10 | 100 | |
| RFAttack=HTTP, Feature Type=Window-based2023.10 | 100 | |
| XGBAttack=HTTP, Feature Type=Window-based2023.10 | 100 | |
| RFAttack=SYN, Feature Type=Window-based2023.10 | 100 | |
| XGBAttack=SYN, Feature Type=Window-based2023.10 | 100 | |
| LRAttack=MHD, Feature Type=Window-based2023.10 | 99.8 | |
| NBAttack=SYN, Feature Type=Window-based2023.10 | 99.8 | |
| KNNAttack=PS, Feature Type=Window-based2023.10 | 99.7 | |
| LRAttack=PS, Feature Type=Window-based2023.10 | 99.7 | |
| MLPAttack=PS, Feature Type=Window-based2023.10 | 99.7 | |
| MLPAttack=MHD, Feature Type=Window-based2023.10 | 99.5 | |
| KNNAttack=MHD, Feature Type=Window-based2023.10 | 99.3 | |
| RFAttack=ACK, Feature Type=Window-based2023.10 | 98.9 | |
| XGBAttack=ACK, Feature Type=Window-based2023.10 | 98.9 | |
| LRAttack=ACK, Feature Type=Window-based2023.10 | 98.6 | |
| RFAttack=MHD, Feature Type=Window-based2023.10 | 98.5 | |
| LRAttack=SYN, Feature Type=Window-based2023.10 | 98.1 | |
| NBAttack=PS, Feature Type=Window-based2023.10 | 97.1 | |
| XGBAttack=PS, Feature Type=Window-based2023.10 | 94.5 | |
| NBAttack=UDP, Feature Type=Window-based2023.10 | 94.1 | |
| DTAttack=SYN, Feature Type=Window-based2023.10 | 93 | |
| DTAttack=ACK, Feature Type=Window-based2023.10 | 91.2 | |
| XGBAttack=SHD, Feature Type=Window-based2023.10 | 91.2 | |
| DTAttack=PS, Feature Type=Window-based2023.10 | 89.6 | |
| DTAttack=SHD, Feature Type=Window-based2023.10 | 88.9 | |
| RFAttack=PS, Feature Type=Window-based2023.10 | 86.2 | |
| NBAttack=MHD, Feature Type=Window-based2023.10 | 83.3 | |
| MLPAttack=UDP, Feature Type=Window-based2023.10 | 81.2 | |
| XGBAttack=MHD, Feature Type=Window-based2023.10 | 81.1 | |
| DTAttack=MHD, Feature Type=Window-based2023.10 | 79.5 | |
| MLPAttack=SHD, Feature Type=Window-based2023.10 | 78.1 | |
| KNNAttack=SHD, Feature Type=Window-based2023.10 | 75.6 | |
| NBAttack=BF, Feature Type=Window-based2023.10 | 73.8 | |
| NBAttack=SHD, Feature Type=Window-based2023.10 | 72.6 | |
| LRAttack=OS, Feature Type=Window-based2023.10 | 69.1 | |
| RFAttack=SHD, Feature Type=Window-based2023.10 | 68.4 | |
| LRAttack=SHD, Feature Type=Window-based2023.10 | 63.9 | |
| RFAttack=OS, Feature Type=Window-based2023.10 | 61.8 | |
| SVMAttack=MHD, Feature Type=Window-based2023.10 | 58.7 | |
| LRAttack=ARP, Feature Type=Window-based2023.10 | 56.7 | |
| SVMAttack=UDP, Feature Type=Window-based2023.10 | 55.6 | |
| XGBAttack=OS, Feature Type=Window-based2023.10 | 55.1 | |
| DTAttack=OS, Feature Type=Window-based2023.10 | 54.2 | |
| KNNAttack=BF, Feature Type=Window-based2023.10 | 52 | |
| SVMAttack=SHD, Feature Type=Window-based2023.10 | 49.5 | |
| MLPAttack=BF, Feature Type=Window-based2023.10 | 48.6 | |
| SVMAttack=PS, Feature Type=Window-based2023.10 | 46.1 | |
| KNNAttack=OS, Feature Type=Window-based2023.10 | 45.7 | |
| DTAttack=ARP, Feature Type=Window-based2023.10 | 45.4 | |
| NBAttack=OS, Feature Type=Window-based2023.10 | 45.3 | |
| LRAttack=BF, Feature Type=Window-based2023.10 | 40.2 | |
| MLPAttack=HTTP, Feature Type=Window-based2023.10 | 38.8 | |
| RFAttack=UDP, Feature Type=Window-based2023.10 | 37.7 | |
| MLPAttack=ARP, Feature Type=Window-based2023.10 | 37.3 | |
| DTAttack=UDP, Feature Type=Window-based2023.10 | 35.9 | |
| NBAttack=HTTP, Feature Type=Window-based2023.10 | 35.6 | |
| KNNAttack=HTTP, Feature Type=Window-based2023.10 | 35.5 | |
| DTAttack=BF, Feature Type=Window-based2023.10 | 35.1 | |
| XGBAttack=ARP, Feature Type=Window-based2023.10 | 34.9 | |
| RFAttack=ARP, Feature Type=Window-based2023.10 | 34.5 | |
| KNNAttack=ARP, Feature Type=Window-based2023.10 | 34.1 | |
| MLPAttack=ACK, Feature Type=Window-based2023.10 | 33.3 | |
| SVMAttack=ACK, Feature Type=Window-based2023.10 | 33.3 | |
| SVMAttack=ARP, Feature Type=Window-based2023.10 | 33.3 | |
| SVMAttack=HTTP, Feature Type=Window-based2023.10 | 33.3 | |
| SVMAttack=OS, Feature Type=Window-based2023.10 | 33.3 | |
| MLPAttack=SYN, Feature Type=Window-based2023.10 | 33.3 | |
| SVMAttack=SYN, Feature Type=Window-based2023.10 | 33.3 | |
| MLPAttack=OS, Feature Type=Window-based2023.10 | 33.2 | |
| NBAttack=ARP, Feature Type=Window-based2023.10 | 32.9 | |
| RFAttack=BF, Feature Type=Window-based2023.10 | 31.7 | |
| SVMAttack=BF, Feature Type=Window-based2023.10 | 31.3 | |
| XGBAttack=BF, Feature Type=Window-based2023.10 | 31.3 | |
| LRAttack=HTTP, Feature Type=Window-based2023.10 | 31 | |
| KNNAttack=SYN, Feature Type=Window-based2023.10 | 29.8 | |
| KNNAttack=UDP, Feature Type=Window-based2023.10 | 21.8 | |
| LRAttack=UDP, Feature Type=Window-based2023.10 | 21.8 | |
| XGBAttack=UDP, Feature Type=Window-based2023.10 | 21.8 | |
| KNNAttack=ACK, Feature Type=Window-based2023.10 | 21.2 | |
| NBAttack=ACK, Feature Type=Window-based2023.10 | 21.2 |