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Network Anomaly Detection on Real-life network ARP calls 10M 362 nodes 42 weeks
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58.5
Precision
LightGBM + EVT
-0.468
14.841
30.15
45.459
Apr 27, 2023
Precision
Recall
F1 Score
False Positive Rate
Updated 1mo ago
Evaluation Results
Method
Method
Links
Precision
Recall
F1 Score
False Positive Rate
LightGBM + EVT
Prediction Method=Ligh...
2023.04
58.5
65.9
34.1
1
ZINB + EVT
Prediction Method=ZINB...
2023.04
31.8
73.5
24.3
3.341
TSLM + EVT
Prediction Method=TSLM...
2023.04
29.1
79
25.6
17.098
ETS + EVT
Prediction Method=ETS,...
2023.04
28.6
76.9
20.8
7.634
Autoencoder
Threshold=(1-alpha)-th...
2023.04
1.8
89
3.2
59.049
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