2 articles for “Android Malware”

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Research ArticleOpen accessPhrase in the titleSecuring Mobile Devices from Malware: A Faceoff Between Federated Learning and Deep Learning Models for Android Malware ClassificationNarayan Subramanian, Logesh Ravi, Mithin Jain Shaan et al.Amidst the escalating threats of android malware, urgency mounts to detect issues while safeguarding user privacy. Traditional machine learning and deep learning methods, dealt with scalability challenges and privacy compromises, finding a potential remedy in federated learning. This study introduces a groundbreaking federated learning-based methodology and compares federated learning with traditional deep learning techniques for Android malware classification, employing renowned … …Journal of Computer Science, Vol. 20, Issue 3 · 23 Jan 2024 · 6,284 accessesView PDF Cite

Research ArticleOpen accessIn the abstractDesigning a Comprehensive Security Framework for Smartphones and Mobile DevicesNader Jafari, Abeer Alsadoon, Chandana Prasad Withana et al.This work investigates issues and challenges of cyber security, specifically malware targeting mobile devices. Recent advances in technology have provided high CPU power, large storage, broad bandwidth and integrated peripheral devices such as Bluetooth, Wi-Fi, 3G/4G to mobile devices, making them popular computing and communication devices. Mobile malware has been targeting mobile devices more than ever and seems to be … …American Journal of Engineering and Applied Sciences, Vol. 9, Issue 3 · 3 Oct 2016 · 8,037 accessesView PDF Cite