[Retracted] IoT-Oriented Distributed Intrusion Detection Methods Using Intelligent Classification Algorithms in Spark

Table 5

Comparative data of quintuple classification performance in FNR and FPR.

Evaluation indicator	Classification method	DoS	Probe	R2L	U2R	Normal
FNR (%)	Logistic regression	2.51	2.88	5.44	17.5	6.07
	Multilayer perceptron	0.27	1.4	7.43	49.28	4.14
	Decision tree	0.33	1.14	3.06	20.91	1.85
	Naive Bayes	16.92	16.89	21.94	35.13	18.28
FPR (%)	Logistic regression	0.35	0.84	2.48	0.219	2.87
	Multilayer perceptron	0.41	0.68	1.75	0.02	1.86
	Decision tree	0.12	0.2	0.76	0.14	1.08
	Naive Bayes	2.26	6.8	6.97	0.61	7.76