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ResearchFormerly WizWand

IoT Attack Detection on IoTGeM Session (test)

1F1 ScoreKNN
0.20440.410950.61750.82405Oct 17, 2023
Updated 8mo ago

Evaluation results

MethodLinks
KNNAttack=ACK, Feature Type=Window-based2023.101
LRAttack=ACK, Feature Type=Window-based2023.101
NBAttack=ACK, Feature Type=Window-based2023.101
XGBAttack=ACK, Feature Type=Window-based2023.101
DTAttack=PS, Feature Type=Window-based2023.101
KNNAttack=PS, Feature Type=Window-based2023.101
LRAttack=PS, Feature Type=Window-based2023.101
MLPAttack=PS, Feature Type=Window-based2023.101
RFAttack=PS, Feature Type=Window-based2023.101
XGBAttack=PS, Feature Type=Window-based2023.101
KNNAttack=UDP, Feature Type=Window-based2023.101
LRAttack=UDP, Feature Type=Window-based2023.101
MLPAttack=UDP, Feature Type=Window-based2023.101
RFAttack=UDP, Feature Type=Window-based2023.101
SVMAttack=UDP, Feature Type=Window-based2023.101
XGBAttack=UDP, Feature Type=Window-based2023.101
DTAttack=ACK, Feature Type=Window-based2023.100.999
MLPAttack=ACK, Feature Type=Window-based2023.100.999
RFAttack=ACK, Feature Type=Window-based2023.100.999
DTAttack=SYN, Feature Type=Window-based2023.100.999
RFAttack=SYN, Feature Type=Window-based2023.100.999
XGBAttack=SYN, Feature Type=Window-based2023.100.999
KNNAttack=SYN, Feature Type=Window-based2023.100.997
MLPAttack=SYN, Feature Type=Window-based2023.100.997
RFAttack=HTTP, Feature Type=Window-based2023.100.996
XGBAttack=HTTP, Feature Type=Window-based2023.100.996
LRAttack=MHD, Feature Type=Window-based2023.100.994
MLPAttack=MHD, Feature Type=Window-based2023.100.994
DTAttack=HTTP, Feature Type=Window-based2023.100.993
LRAttack=HTTP, Feature Type=Window-based2023.100.993
LRAttack=SYN, Feature Type=Window-based2023.100.993
NBAttack=SYN, Feature Type=Window-based2023.100.993
KNNAttack=MHD, Feature Type=Window-based2023.100.992
NBAttack=UDP, Feature Type=Window-based2023.100.983
RFAttack=MHD, Feature Type=Window-based2023.100.98
RFAttack=BF, Feature Type=Window-based2023.100.974
SVMAttack=BF, Feature Type=Window-based2023.100.971
MLPAttack=BF, Feature Type=Window-based2023.100.969
NBAttack=PS, Feature Type=Window-based2023.100.963
XGBAttack=SHD, Feature Type=Window-based2023.100.954
SVMAttack=SYN, Feature Type=Window-based2023.100.951
MLPAttack=HTTP, Feature Type=Window-based2023.100.93
KNNAttack=BF, Feature Type=Window-based2023.100.925
XGBAttack=BF, Feature Type=Window-based2023.100.898
KNNAttack=HTTP, Feature Type=Window-based2023.100.893
DTAttack=OS, Feature Type=Window-based2023.100.89
XGBAttack=OS, Feature Type=Window-based2023.100.89
DTAttack=SHD, Feature Type=Window-based2023.100.89
LRAttack=OS, Feature Type=Window-based2023.100.885
DTAttack=UDP, Feature Type=Window-based2023.100.884
RFAttack=SHD, Feature Type=Window-based2023.100.816
DTAttack=MHD, Feature Type=Window-based2023.100.808
NBAttack=MHD, Feature Type=Window-based2023.100.795
XGBAttack=MHD, Feature Type=Window-based2023.100.793
RFAttack=OS, Feature Type=Window-based2023.100.784
KNNAttack=SHD, Feature Type=Window-based2023.100.74
XGBAttack=ARP, Feature Type=Window-based2023.100.733
NBAttack=SHD, Feature Type=Window-based2023.100.687
RFAttack=ARP, Feature Type=Window-based2023.100.664
LRAttack=ARP, Feature Type=Window-based2023.100.631
LRAttack=SHD, Feature Type=Window-based2023.100.611
SVMAttack=PS, Feature Type=Window-based2023.100.608
KNNAttack=ARP, Feature Type=Window-based2023.100.607
NBAttack=BF, Feature Type=Window-based2023.100.601
DTAttack=ARP, Feature Type=Window-based2023.100.583
SVMAttack=MHD, Feature Type=Window-based2023.100.581
MLPAttack=ARP, Feature Type=Window-based2023.100.563
MLPAttack=SHD, Feature Type=Window-based2023.100.56
LRAttack=BF, Feature Type=Window-based2023.100.516
SVMAttack=OS, Feature Type=Window-based2023.100.499
SVMAttack=SHD, Feature Type=Window-based2023.100.497
KNNAttack=OS, Feature Type=Window-based2023.100.493
MLPAttack=OS, Feature Type=Window-based2023.100.49
SVMAttack=HTTP, Feature Type=Window-based2023.100.486
DTAttack=BF, Feature Type=Window-based2023.100.481
NBAttack=HTTP, Feature Type=Window-based2023.100.45
SVMAttack=ARP, Feature Type=Window-based2023.100.432
NBAttack=ARP, Feature Type=Window-based2023.100.411
NBAttack=OS, Feature Type=Window-based2023.100.247
SVMAttack=ACK, Feature Type=Window-based2023.100.235