Dominant Feature Selection and Machine Learning-Based Hybrid Approach to Analyze Android Ransomware

Table 4

Unique features list extracted.

Feature_No	Feature_Name
f1	Access URL
f2	Access database
f3	Access location
f4	Access mail session
f5	Access network
f6	Access network state
f7	Access shared app data
f8	Activate device manager
f9	Active activity
f10	Active ActivityForResult
f11	Add alert window
f12	Add view
f13	Aquire root access
f14	Call setAction of intent
f15	Change WIFI (wireless fidelity) state
f16	Change component property
f17	Change network state
f18	Check available GPS
f19	Check root access
f20	Create database
f21	Create file
f22	Create new process
f23	Detect device id (antisimulator)
f24	Detect operator brand (antisimulator)
f25	Disable keyguard
f26	Execute SQL query
f27	Execute system command
f28	File read
f29	File remove
f30	Get WIFI state
f31	Get accounts
f32	Get connected WIFI
f33	Get device id
f34	Get installed app
f35	Get last location
f36	Get main intent of apk
f37	Get phone number
f38	Get running service
f39	Get running task
f40	Get scanned WIFI
f41	Get special property of simulator
f42	Get specific account
f43	Get standby state
f44	Get stored WIFI
f45	Get user id
f46	Hide from desktop
f47	Initialize URI
f48	Initialize URL
f49	Initialize intent
f50	Initialize monitor driver file
f51	Initialize new process
f52	Install shortcut
f53	Intercept broadcast
f54	Kill background processes
f55	Launch apk via intent
f56	Load class
f57	Load dynamic library
f58	Load website in webview
f59	Make toast
f60	Monitor network data
f61	Open bluetooth
f62	Parse URI
f63	Read URL data
f64	Read call log
f65	Read external storage
f66	Read history bookmarks
f67	Read one line from buffer
f68	Read system settings
f69	Receive network data
f70	Record audio or media
f71	Register receiver
f72	Reset password
f73	Run-time error
f74	Scan WIFI
f75	Send broadcast
f76	Send extra information
f77	Send mail via intent
f78	Send network data
f79	Send notification
f80	Send SMS
f81	Set looped task
f82	Set timed task
f83	Start recording
f84	Start service
f85	Stop recording
f86	Uninstall shortcut
f87	Vibrate
f88	Window information
f89	Write external storage
f90	Write file
f91	Write system settings
f92	SetSharedPreferences
f93	AddAppToShareData
f94	ReadSharedPreferences