IoT Attack Detection on IoTGeM Session (test)
1F1 ScoreKNN
Evaluation Results
| Method | Links | |
|---|---|---|
| KNNAttack=ACK, Feature Type=Window-based2023.10 | 1 | |
| LRAttack=ACK, Feature Type=Window-based2023.10 | 1 | |
| NBAttack=ACK, Feature Type=Window-based2023.10 | 1 | |
| XGBAttack=ACK, Feature Type=Window-based2023.10 | 1 | |
| DTAttack=PS, Feature Type=Window-based2023.10 | 1 | |
| KNNAttack=PS, Feature Type=Window-based2023.10 | 1 | |
| LRAttack=PS, Feature Type=Window-based2023.10 | 1 | |
| MLPAttack=PS, Feature Type=Window-based2023.10 | 1 | |
| RFAttack=PS, Feature Type=Window-based2023.10 | 1 | |
| XGBAttack=PS, Feature Type=Window-based2023.10 | 1 | |
| KNNAttack=UDP, Feature Type=Window-based2023.10 | 1 | |
| LRAttack=UDP, Feature Type=Window-based2023.10 | 1 | |
| MLPAttack=UDP, Feature Type=Window-based2023.10 | 1 | |
| RFAttack=UDP, Feature Type=Window-based2023.10 | 1 | |
| SVMAttack=UDP, Feature Type=Window-based2023.10 | 1 | |
| XGBAttack=UDP, Feature Type=Window-based2023.10 | 1 | |
| DTAttack=ACK, Feature Type=Window-based2023.10 | 0.999 | |
| MLPAttack=ACK, Feature Type=Window-based2023.10 | 0.999 | |
| RFAttack=ACK, Feature Type=Window-based2023.10 | 0.999 | |
| DTAttack=SYN, Feature Type=Window-based2023.10 | 0.999 | |
| RFAttack=SYN, Feature Type=Window-based2023.10 | 0.999 | |
| XGBAttack=SYN, Feature Type=Window-based2023.10 | 0.999 | |
| KNNAttack=SYN, Feature Type=Window-based2023.10 | 0.997 | |
| MLPAttack=SYN, Feature Type=Window-based2023.10 | 0.997 | |
| RFAttack=HTTP, Feature Type=Window-based2023.10 | 0.996 | |
| XGBAttack=HTTP, Feature Type=Window-based2023.10 | 0.996 | |
| LRAttack=MHD, Feature Type=Window-based2023.10 | 0.994 | |
| MLPAttack=MHD, Feature Type=Window-based2023.10 | 0.994 | |
| DTAttack=HTTP, Feature Type=Window-based2023.10 | 0.993 | |
| LRAttack=HTTP, Feature Type=Window-based2023.10 | 0.993 | |
| LRAttack=SYN, Feature Type=Window-based2023.10 | 0.993 | |
| NBAttack=SYN, Feature Type=Window-based2023.10 | 0.993 | |
| KNNAttack=MHD, Feature Type=Window-based2023.10 | 0.992 | |
| NBAttack=UDP, Feature Type=Window-based2023.10 | 0.983 | |
| RFAttack=MHD, Feature Type=Window-based2023.10 | 0.98 | |
| RFAttack=BF, Feature Type=Window-based2023.10 | 0.974 | |
| SVMAttack=BF, Feature Type=Window-based2023.10 | 0.971 | |
| MLPAttack=BF, Feature Type=Window-based2023.10 | 0.969 | |
| NBAttack=PS, Feature Type=Window-based2023.10 | 0.963 | |
| XGBAttack=SHD, Feature Type=Window-based2023.10 | 0.954 | |
| SVMAttack=SYN, Feature Type=Window-based2023.10 | 0.951 | |
| MLPAttack=HTTP, Feature Type=Window-based2023.10 | 0.93 | |
| KNNAttack=BF, Feature Type=Window-based2023.10 | 0.925 | |
| XGBAttack=BF, Feature Type=Window-based2023.10 | 0.898 | |
| KNNAttack=HTTP, Feature Type=Window-based2023.10 | 0.893 | |
| DTAttack=OS, Feature Type=Window-based2023.10 | 0.89 | |
| XGBAttack=OS, Feature Type=Window-based2023.10 | 0.89 | |
| DTAttack=SHD, Feature Type=Window-based2023.10 | 0.89 | |
| LRAttack=OS, Feature Type=Window-based2023.10 | 0.885 | |
| DTAttack=UDP, Feature Type=Window-based2023.10 | 0.884 | |
| RFAttack=SHD, Feature Type=Window-based2023.10 | 0.816 | |
| DTAttack=MHD, Feature Type=Window-based2023.10 | 0.808 | |
| NBAttack=MHD, Feature Type=Window-based2023.10 | 0.795 | |
| XGBAttack=MHD, Feature Type=Window-based2023.10 | 0.793 | |
| RFAttack=OS, Feature Type=Window-based2023.10 | 0.784 | |
| KNNAttack=SHD, Feature Type=Window-based2023.10 | 0.74 | |
| XGBAttack=ARP, Feature Type=Window-based2023.10 | 0.733 | |
| NBAttack=SHD, Feature Type=Window-based2023.10 | 0.687 | |
| RFAttack=ARP, Feature Type=Window-based2023.10 | 0.664 | |
| LRAttack=ARP, Feature Type=Window-based2023.10 | 0.631 | |
| LRAttack=SHD, Feature Type=Window-based2023.10 | 0.611 | |
| SVMAttack=PS, Feature Type=Window-based2023.10 | 0.608 | |
| KNNAttack=ARP, Feature Type=Window-based2023.10 | 0.607 | |
| NBAttack=BF, Feature Type=Window-based2023.10 | 0.601 | |
| DTAttack=ARP, Feature Type=Window-based2023.10 | 0.583 | |
| SVMAttack=MHD, Feature Type=Window-based2023.10 | 0.581 | |
| MLPAttack=ARP, Feature Type=Window-based2023.10 | 0.563 | |
| MLPAttack=SHD, Feature Type=Window-based2023.10 | 0.56 | |
| LRAttack=BF, Feature Type=Window-based2023.10 | 0.516 | |
| SVMAttack=OS, Feature Type=Window-based2023.10 | 0.499 | |
| SVMAttack=SHD, Feature Type=Window-based2023.10 | 0.497 | |
| KNNAttack=OS, Feature Type=Window-based2023.10 | 0.493 | |
| MLPAttack=OS, Feature Type=Window-based2023.10 | 0.49 | |
| SVMAttack=HTTP, Feature Type=Window-based2023.10 | 0.486 | |
| DTAttack=BF, Feature Type=Window-based2023.10 | 0.481 | |
| NBAttack=HTTP, Feature Type=Window-based2023.10 | 0.45 | |
| SVMAttack=ARP, Feature Type=Window-based2023.10 | 0.432 | |
| NBAttack=ARP, Feature Type=Window-based2023.10 | 0.411 | |
| NBAttack=OS, Feature Type=Window-based2023.10 | 0.247 | |
| SVMAttack=ACK, Feature Type=Window-based2023.10 | 0.235 |