Mlifdect: Android Malware Detection Based on Parallel Machine Learning and Information Fusion

Table 1

Examples of eight types of features from static analysis.

APP components	Intents	Requested permissions	Hardware	API calls	Protected Strings	Commands	Network
com.google.ssearch	BATTERY_CHANGED_ACTION	INTERNET	android.hardware.telephony	getDeviceId( )	HttpURLConnection	chmod	https://maps.google.com/
com.eguan.state	PHONE_STATE	SEND_SMS	android.hardware.wifi	findViewById()	getSimSerialNumber	root	http://www.umeng.com/
com.google.update	BOOT_COMPLETED	ACCESS_FINE_LOCATION	android.hardware.location	getApplicationContext()	sms to	getprop	http://media.admob.com/
⋯	⋯	⋯	⋯	⋯	⋯	⋯	⋯