Unified ensemble federated learning with cloud computing for online anomaly detection in energy-efficient wireless sensor networks

Journal of Cloud Computing

Advances, Systems and Applications

Table 1 Comparison of parameters

Technique	Accuracy	Precision	Recall	Specificity	F1 Score	AUC
EFL	0.95	0.96	0.94	0.97	0.79	0.79
OAD-EE	0.87	0.92	0.93	0.93	0.72	0.63
Baseline-AD	0.79	0.85	0.90	0.92	0.69	0.72
Unified framework	0.96	0.97	0.95	0.97	0.86	0.78