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. 2026 Jul 7;16:21010. doi: 10.1038/s41598-026-47585-5

Table 8.

Performance of each classifier for anomaly detection (binary classification).

RF DT XGB SVM KNN LR SGB Stacking
Accuracy 99.95 99.93 99.9 99.6 99.87 98.7 99.78 99.94
Precision 99.9 99.91 99.83 99.5 99.8 98.3 99.9 99.91
Recall 99.96 99.93 99.93 99.6 99.8 98.6 99.93 99.95
F-Score 99.93 99.92 99.88 99.61 99.8 98.5 99.91 99.93