A Critical Analysis on Android Vulnerabilities, Malware, Anti-malware and Anti-malware Bypassing
Abstract
Android has become the dominant operating system for portable devices, making it a valuable asset that needs protection. Though Android is very popular; it has several vulnerabilities which attackers use for malicious intents. In this paper, we present a comprehensive study on the threats in Android OS that various malware developers exploit and the different malware functionality based on Android’s threats. Furthermore, we analyze and evaluate the anti-malware approaches implemented to face the malware functionalities. Finally, we analyze and categorize malware developers’ most common anti-analysis techniques to evade anti-malware approaches. It comes to our attention that many papers covered each topic separately; however, we could not find one comprehensive study that covers Android with such details that it could be used as a research handbook on Android malware. This is the main novelty and contribution of this work.
Keywords
Malware detection, Dynamic analysis, Static analysis, Hybrid analysis, Reinforcement learning
Citation Format:
Muath Alrammal, Munir Naveed, Suzan Sallam, Georgios Tsaramirsis, "A Critical Analysis on Android Vulnerabilities, Malware, Anti-malware and Anti-malware Bypassing," Journal of Internet Technology, vol. 23, no. 7 , pp. 1651-1661, Dec. 2022.
Muath Alrammal, Munir Naveed, Suzan Sallam, Georgios Tsaramirsis, "A Critical Analysis on Android Vulnerabilities, Malware, Anti-malware and Anti-malware Bypassing," Journal of Internet Technology, vol. 23, no. 7 , pp. 1651-1661, Dec. 2022.
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