Research Article

cHybriDroid: A Machine Learning-Based Hybrid Technique for Securing the Edge Computing

Table 11

Hybrid features (information gain).

RankImportanceFeatures name

10.364Dataleaks
20.312SEND_SMS
30.305Sendsms
40.298Servicestart
50.294Opennet
60.285READ_SMS
70.285RECEIVE_SMS
80.272ACCESS_COARSE_LOCATION
90.272android.provider.Telephony.SMS_RECEIVED
100.259Sendnet
110.259Recvnet
120.252ACCESS_FINE_LOCATION
130.249Cryptousage
140.248READ_PHONE_STATE0
150.23ACCESS_NETWORK_STATE
160.226WRITE_SMS
170.22Enfperm
180.22CAMERA
190.217action.BOOT_COMPLETED
200.214Internet