ACAMA: Deep Learning-Based Detection and Classification of Android Malware Using API-Based Features

Table 1

Categories of Android malware proposed by Wei et al. [24].

Category	Type	Category	Type
Airpush	Adware	Mecor	Trojan-Spy
AndroRAT	Backdoor	Minimob	Adware
Andup	Adware	Mmarketpay	Trojan
Aples	Ransom	MobileTX	Trojan
BankBot	Trojan-Banker	Mseg	Trojan
Bankun	Trojan-Banker	Mtk	Trojan
Boqx	Trojan-Dropper	Nandrobox	Trojan
Boxer	Trojan-SMS	Obad	Backdoor
Cova	Trojan-SMS	Ogel	Trojan-SMS
Dowgin	Adware	Opfake	Trojan-SMS
DroidKungFu	Backdoor	Penetho	HackerTool
Erop	Trojan-SMS	Ramnit	Trojan-Dropper
FakeAV	Trojan	Roop	Ransom
FakeAngry	Backdoor	RuMMS	Trojan-SMS
FakeDoc	Trojan	SimpleLocker	Ransom
FakeInst	Trojan-SMS	SlemBunk	Trojan-Banker
FakePlayer	Trojan-SMS	SmsKey	Trojan-SMS
FakeTimer	Trojan	SmsZombie	Trojan-Spy
FakeUpdates	Trojan	Spambot	Backdoor
Finspy	Trojan-Spy	SpyBubble	Trojan-SMS
Fjcon	Backdoor	Stealer	Trojan-SMS
Fobus	Backdoor	Steek	Trojan-Clicker
Fusob	Ransom	Svpeng	Trojan-Banker
GingerMaster	Backdoor	Tesbo	Trojan-SMS
GoldDream	Backdoor	Triada	Backdoor
Gorpo	Trojan-Dropper	Univert	Backdoor
Gumen	Trojan-SMS	UpdtKiller	Trojan
Jisut	Ransom	Utchi	Adware
Kemoge	Trojan-Dropper	Vidro	Trojan-SMS
Koler	Ransom	VikingHorde	Trojan-Dropper
Ksapp	Trojan	Vmvol	Trojan-Spy
Kuguo	Adware	Winge	Trojan-Clicker
Kyview	Adware	Youmi	Adware
Leech	Trojan-SMS	Zitmo	Trojan-Banker
Lnk	Trojan	Ztorg	Trojan-Dropper
Lotoor	HackerTool	Total 71 categories	Total 24,650 apps