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

Table 5

Comparison of specific classification performance with traditional machine learning methods.

Classification algorithm	Accuracy for different classes of attacks
	Normal	Dos	U2R	R2L	Probe
Random forest	99.1	98.7	97.5	96.8	97.6
SVM	98.1	97.8	93.7	91.8	90.7
Naive Bayes	70.3	72.7	70.7	69.8	70.9
FedACNN (proposed)	99.8	99.9	99.1	99.0	99.2