Linear SVM-Based Android Malware Detection for Reliable IoT Services

Table 5

Detailed performance indicators of machine learning classifiers (TPR/FPR).

Normal and malware	TPR					FPR
	BN	DT	NB	RF	SVM	BN	DT	NB	RF	SVM
Normal	0.852	0.780	0.280	0.998	0.999	0.015	0.032	0.098	0.124	0.004
Adrd.AQ	0.695	0.671	0.000	1.000	0.957	0.012	0.017	0.000	0.004	0.002
Anserver	0.985	0.918	0.000	0.996	0.957	0.051	0.117	0.000	0.004	0.000
Basebridge	0.692	0.862	0.487	0.671	0.939	0.009	0.056	0.081	0.014	0.000
DroidKungFu	0.720	0.868	0.000	0.874	0.977	0.008	0.000	0.000	0.000	0.001
FakeInst	0.946	0.709	0.263	0.838	0.985	0.005	0.000	0.001	0.001	0.011
Geimini	0.649	0.464	0.000	0.962	0.893	0.004	0.009	0.000	0.000	0.001
GoldDream	0.567	0.298	0.000	0.717	0.994	0.012	0.005	0.000	0.022	0.002
LightDD	0.663	0.562	0.373	0.645	0.957	0.012	0.035	0.284	0.000	0.000
Opfake	0.567	0.429	0.000	0.509	0.820	0.005	0.002	0.000	0.001	0.005
PjApps	0.946	0.659	0.000	0.548	0.996	0.032	0.012	0.000	0.003	0.003
RooterBT	0.868	0.451	0.782	0.573	0.966	0.009	0.000	0.318	0.008	0.004
SMSHider	0.778	0.766	0.000	0.773	0.949	0.001	0.054	0.000	0.001	0.001
Snake	0.422	0.205	0.000	0.703	0.935	0.013	0.007	0.000	0.001	0.001
Zitmo	0.750	0.503	0.378	0.789	0.967	0.060	0.025	0.087	0.033	0.001
Average	0.740	0.610	0.171	0.773	0.953	0.017	0.025	0.058	0.014	0.002