A malware detection system using a hybrid approach of multi-heads attention-based control flow traces and image visualization

Journal of Cloud Computing

Advances, Systems and Applications

Table 3 CIC-InvesAndMal2019 dataset

APK	Type of families	Description
Adware	Dowgin, Ewind, Feiwo, Gooligan, Kemoge, koodous, Mobidash, Selfmite, Shuanet, Youmi	Adware is an unwanted app that displays ads in your browser.
Ransomware	Charger, Jisut, Koler, LockerPin, Simplocker, Pletor, PornDroid, RansomBO, Svpeng, WannaLocker	A malicious app that threatens to block data or a device until the suspect pays a ransom.
Scareware	AndroidDefender, AndroidSpy, AV, AVpass, FakeApp, FakeApp.AL, FakeAV, FakeJobOffer, FakeTaoBao, Penetho, and VirusShield	Scares people into visiting fake or infected websites or downloading malicious files.
SMS	BeanBot, Biige, FakeInst, FakeMart, FakeNotify, Jifake, Mazarbot, Nandrobox, Plankton, SMSsniffer, Zsone	It is a mobile text messaging-based phishing cybersecurity attack.
Benign	—	Clean apps (Not malicious)