Intelligent Intrusion Detection Based on Federated Learning for Edge-Assisted Internet of Things

Table 4

Comparison of specific classification performance of different methods.

	FedACNN			FedAVG (CNN)
	Recall	Precision	F1_score	Recall	Precision	F1_score
DoS	99.92	99.93	99.93	99.79	99.77	99.78
U2R	45.59	90.00	60.52	23.07	63.91	33.90
R2L	85.54	90.15	87.78	69.25	80.00	74.24
Probe	88.79	93.86	91.26	75.84	84.08	79.75
Normal	99.81	99.43	99.62	99.49	98.99	99.23
All	83.92	94.67	88.97	73.49	85.35	78.98