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Detecting Malware by Analyzing App Permissions on Android Platform: A Systematic Literature Review
Adeel Ehsan1, Cagatay Catal1, Alok Mishra2
1Department of Computer Science & Engineering, Qatar University, Doha 2713, Qatar.
Android malware detection is challenging due to evolving threats. This study reviews research on app permission analysis as a key method for identifying malicious Android applications.
Area of Science:
- Computer Science
- Cybersecurity
- Software Engineering
Background:
- Android's widespread adoption makes it a prime target for malware.
- Malware poses significant financial and privacy risks to users.
- The rapid evolution of malware necessitates advanced detection techniques.
Approach:
- This work presents a systematic literature review (SLR) focusing on permission analysis for Android malware detection.
- Identified studies were retrieved and selected for detailed analysis.
- The review examines current challenges and various analytical approaches in the field.
Key Points:
- Malware exploits Android's permission system to gain unauthorized access to device resources.
- Analyzing requested permissions is crucial for identifying malicious applications.
- There are 235 distinct permissions an Android app can request.
Conclusions:
- Permission analysis is a vital strategy for effective Android malware detection.
- Further research is needed to address the challenges in accurately identifying permission exploitation by malware.
- The systematic review provides insights into existing methodologies and future research directions.
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