Published Paper Details:

In today's digital era, a smartphone has become highly essential in communication, finance management, and even entertainment. This very fact of growing dependency on them has also increased their vulnerability in terms of cyber threats. Among these, Android devices are much susceptible to malware, phishing, spyware, ransomware, and unauthorized data access that threatens user privacy, data integrity, and system reliability. The following paper proposes a Mobile Threat Detection and Resolution App that will offer intelligent proactive protection against mobile-based threats. The system will incorporate both static and dynamic analysis techniques to efficiently detect known and unknown malware. In performing a static analysis, the system will check application permissions, certificates, and manifest files; whereas dynamic analysis will include monitoring network traffic, active running processes in the background, and access requests. Upon detection of any potential threat, its automated resolution module isolates or removes the malicious entity from within without requiring user interference. It also comprises a phishing link verification module and a report generation system to give the user an informative view about detected threats and safety recommendations. Real-time monitoring, by means of a lightweight design and user-friendly dashboard, empowers the app to enhance mobile security without affecting system performance. Experimental evaluation reveals its effectiveness in terms of high detection accuracy with low resource consumption and rapid response time compared with traditional antivirus tools.