Security and Communication Networks / 2017 / Article / Tab 3

Research Article

The Concept Drift Problem in Android Malware Detection and Its Solution

Table 3

Features selected by the NBCS algorithm before and after the occurrence of concept drift.

PermissionActionCode

ACCESS_WIFI_STATEandroid.intent.action.VIEWSmsManager
INSTALL_PACKAGESandroid.intent.action.DIALgetSimSerialNumber
INSTALL_SHORTCUTandroid.intent.action.CALLchmod
READ_HISTORY_BOOKMARKSandroid.intent.action.SENDTOabortBroadcast
READ_PHONE_STATEandroid.intent.action.SENDgetLine1Number
READ_SMSandroid.intent.action.WEB_SEARCH/system/bin
RECEIVE_SMSandroid.intent.action.SCREEN_OFFgetSimOperator
SEND_SMSandroid.intent.action.SCREEN_ONmount
UNINSTALL_SHORTCUTandroid.intent.action.USER_PRESENTKeySpec
WRITE_HISTORY_BOOKMARKSandroid.intent.action.BOOT_COMPLETEDgetNetworkOperator
android.intent.action.PACKAGE_ADDEDSecretKey
android.intent.action.BATTERY_CHANGED