Improved Malware Detection Model with Apriori Association Rule and Particle Swarm Optimization

Table 5

Average Accuracy, detection, and error rates of supervised learning experiment.

Models	Avg. Detection Rate (TPR) (%)	Avg. False Alarm Rate (FPR) (%)	Average Accuracy	F-Measure (%)	MAE	RMSE
FP GROWTH	97.87	0.1404	94.44	96.17	0.0556	0.2357
CMR	96.34	0.0108	97.71	97.53	0.0058	0.0764
AAR	96.08	0.0490	95.80	97.03	0.0420	0.2050
AAR-aPSO	98.25	0.0192	98.17	98.25	-	0.0355