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Multiclass Classification on NSL-KDD zero-day attack (test)
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0.827
Accuracy
Proposed IDS Framework
0.468512
0.561581
0.65465
0.747719
Dec 11, 2025
Accuracy
Log-Loss
F1-score
Updated 1mo ago
Evaluation Results
Method
Method
Links
Accuracy
Log-Loss
F1-score
Proposed IDS Framework
2025.12
0.827
1.005
88.5
K Nearest Neighbor (KNN)
2025.12
0.532
3.525
58.5
Multi-Layer Perceptron
2025.12
0.506
4.02
54.3
Random Forest
2025.12
0.486
3.256
73.8
Gradient Boosting Machine (GBM)
2025.12
0.4823
4.131
51.2
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