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

Table 2

Percentages of  .apks files.

Android applications (.apk files)	Quantity	Percentage (%)
.apks used (Benign & Malicious)	1500	100
Valid  .apk with features	1420	94.66667
Invalid  .apks without features	80	5.333333
Malicious  .apk files	1000	66.66667
Benign  .apks	500	33.33333
Valid Malicious  .apk	950	66.90141
Valid Benign	470	33.09859
Invalid Malicious	50	62.5
Invalid Benign	30	37.5