IoT Attack Detection on IoTGeM (val)
100F1 ScoreDT
Evaluation results
| Method | Links | |
|---|---|---|
| DTAttack=ACK, Feature Type=Window-based2023.10 | 100 | |
| KNNAttack=ACK, Feature Type=Window-based2023.10 | 100 | |
| LRAttack=ACK, Feature Type=Window-based2023.10 | 100 | |
| MLPAttack=ACK, Feature Type=Window-based2023.10 | 100 | |
| NBAttack=ACK, Feature Type=Window-based2023.10 | 100 | |
| RFAttack=ACK, Feature Type=Window-based2023.10 | 100 | |
| XGBAttack=ACK, Feature Type=Window-based2023.10 | 100 | |
| RFAttack=BF, Feature Type=Window-based2023.10 | 100 | |
| DTAttack=HTTP, Feature Type=Window-based2023.10 | 100 | |
| RFAttack=HTTP, Feature Type=Window-based2023.10 | 100 | |
| XGBAttack=HTTP, Feature Type=Window-based2023.10 | 100 | |
| SVMAttack=SHD, Feature Type=Window-based2023.10 | 100 | |
| DTAttack=PS, Feature Type=Window-based2023.10 | 100 | |
| KNNAttack=PS, Feature Type=Window-based2023.10 | 100 | |
| MLPAttack=PS, Feature Type=Window-based2023.10 | 100 | |
| DTAttack=SYN, Feature Type=Window-based2023.10 | 100 | |
| LRAttack=SYN, Feature Type=Window-based2023.10 | 100 | |
| RFAttack=SYN, Feature Type=Window-based2023.10 | 100 | |
| XGBAttack=SYN, Feature Type=Window-based2023.10 | 100 | |
| DTAttack=UDP, Feature Type=Window-based2023.10 | 100 | |
| KNNAttack=UDP, Feature Type=Window-based2023.10 | 100 | |
| LRAttack=UDP, Feature Type=Window-based2023.10 | 100 | |
| RFAttack=UDP, Feature Type=Window-based2023.10 | 100 | |
| SVMAttack=UDP, Feature Type=Window-based2023.10 | 100 | |
| XGBAttack=UDP, Feature Type=Window-based2023.10 | 100 | |
| DTAttack=BF, Feature Type=Window-based2023.10 | 99.9 | |
| DTAttack=OS, Feature Type=Window-based2023.10 | 99.9 | |
| DTAttack=SHD, Feature Type=Window-based2023.10 | 99.9 | |
| MLPAttack=SHD, Feature Type=Window-based2023.10 | 99.9 | |
| RFAttack=SHD, Feature Type=Window-based2023.10 | 99.9 | |
| XGBAttack=SHD, Feature Type=Window-based2023.10 | 99.9 | |
| LRAttack=PS, Feature Type=Window-based2023.10 | 99.9 | |
| RFAttack=PS, Feature Type=Window-based2023.10 | 99.9 | |
| XGBAttack=PS, Feature Type=Window-based2023.10 | 99.9 | |
| KNNAttack=SYN, Feature Type=Window-based2023.10 | 99.9 | |
| MLPAttack=SYN, Feature Type=Window-based2023.10 | 99.9 | |
| MLPAttack=UDP, Feature Type=Window-based2023.10 | 99.9 | |
| XGBAttack=BF, Feature Type=Window-based2023.10 | 99.8 | |
| KNNAttack=HTTP, Feature Type=Window-based2023.10 | 99.8 | |
| LRAttack=OS, Feature Type=Window-based2023.10 | 99.8 | |
| XGBAttack=OS, Feature Type=Window-based2023.10 | 99.8 | |
| KNNAttack=SHD, Feature Type=Window-based2023.10 | 99.8 | |
| LRAttack=SHD, Feature Type=Window-based2023.10 | 99.8 | |
| RFAttack=ARP, Feature Type=Window-based2023.10 | 99.7 | |
| XGBAttack=ARP, Feature Type=Window-based2023.10 | 99.7 | |
| LRAttack=BF, Feature Type=Window-based2023.10 | 99.6 | |
| RFAttack=MHD, Feature Type=Window-based2023.10 | 99.6 | |
| XGBAttack=MHD, Feature Type=Window-based2023.10 | 99.6 | |
| MLPAttack=MHD, Feature Type=Window-based2023.10 | 99.5 | |
| DTAttack=ARP, Feature Type=Window-based2023.10 | 99.4 | |
| LRAttack=HTTP, Feature Type=Window-based2023.10 | 99.4 | |
| DTAttack=MHD, Feature Type=Window-based2023.10 | 99.4 | |
| NBAttack=SYN, Feature Type=Window-based2023.10 | 99.3 | |
| MLPAttack=HTTP, Feature Type=Window-based2023.10 | 98.5 | |
| LRAttack=MHD, Feature Type=Window-based2023.10 | 98.4 | |
| KNNAttack=MHD, Feature Type=Window-based2023.10 | 98.1 | |
| KNNAttack=BF, Feature Type=Window-based2023.10 | 97.9 | |
| RFAttack=OS, Feature Type=Window-based2023.10 | 97.5 | |
| SVMAttack=BF, Feature Type=Window-based2023.10 | 97.3 | |
| NBAttack=PS, Feature Type=Window-based2023.10 | 97.2 | |
| SVMAttack=SYN, Feature Type=Window-based2023.10 | 94.5 | |
| KNNAttack=OS, Feature Type=Window-based2023.10 | 94.4 | |
| MLPAttack=BF, Feature Type=Window-based2023.10 | 93.8 | |
| KNNAttack=ARP, Feature Type=Window-based2023.10 | 92.5 | |
| LRAttack=ARP, Feature Type=Window-based2023.10 | 80.8 | |
| SVMAttack=ACK, Feature Type=Window-based2023.10 | 69.4 | |
| NBAttack=UDP, Feature Type=Window-based2023.10 | 66.9 | |
| MLPAttack=ARP, Feature Type=Window-based2023.10 | 64.2 | |
| NBAttack=HTTP, Feature Type=Window-based2023.10 | 63.2 | |
| NBAttack=BF, Feature Type=Window-based2023.10 | 60.2 | |
| NBAttack=OS, Feature Type=Window-based2023.10 | 59 | |
| NBAttack=MHD, Feature Type=Window-based2023.10 | 56.2 | |
| SVMAttack=MHD, Feature Type=Window-based2023.10 | 55.7 | |
| NBAttack=ARP, Feature Type=Window-based2023.10 | 49.4 | |
| SVMAttack=HTTP, Feature Type=Window-based2023.10 | 49 | |
| NBAttack=SHD, Feature Type=Window-based2023.10 | 49 | |
| MLPAttack=OS, Feature Type=Window-based2023.10 | 48.5 | |
| SVMAttack=OS, Feature Type=Window-based2023.10 | 48.5 | |
| SVMAttack=PS, Feature Type=Window-based2023.10 | 47.2 | |
| SVMAttack=ARP, Feature Type=Window-based2023.10 | 44.7 |