Table 13 Adaptive learning for evolving traffic patterns.
From: Anomaly detection in encrypted network traffic using self-supervised learning
Adaptation method | F1-score before adaptation | F1-score after adaptation |
|---|---|---|
No adaptation | 85 | – |
Incremental retraining | 88 | 92 |
Periodic retraining | 87 | 90 |