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

Table 9

Static features (ranked using info gain).

Ranked	Importance	Features name
1	0.18147	SEND_SMS
2	0.16383	com.Google.android.c2dm.intent.RECEIVE
3	0.16296	com.Google.android.c2dm.permission.RECEIVE
4	0.14353	com.android.vending.INSTALL_REFERRER
5	0.13254	READ_PHONE_STATE0
6	0.12882	0com.Google.firebase.INSTANCE_ID_EVENT
7	0.12363	READ_EXTERNAL_STORAGE
8	0.12227	ACCESS_NETWORK_STATE
9	0.12148	c1dm.intent.REGISTRATION
10	0.11792	C2D_MESSAGE
11	0.10674	category.BROWSABLE
12	0.10086	android.intent.action.VIEW
13	0.09721	RECEIVE_SMS
14	0.08396	READ_SMS
15	0.07374	GET_ACCOUNTS
16	0.07059	Telephony.SMS_RECEIVED
17	0.06276	GET_TASKS
18	0.06225	com.android.vending.BILLING
19	0.0551	android.intent.action.SEND
20	0.0546	READ_LOGS/writeLogs