On experimental optical-network data, threshold adjustment improves failure-detection F1 by up to 15.3%, while CTGAN data augmentation improves failure-identification F1 by up to 24.2%.
Pca-assisted clustering approaches for soft-failure detection in optical networks,
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From Data to Decision: A Multi-Stage Framework for Class Imbalance Mitigation in Optical Network Failure Analysis
On experimental optical-network data, threshold adjustment improves failure-detection F1 by up to 15.3%, while CTGAN data augmentation improves failure-identification F1 by up to 24.2%.