Malware Detection Techniques in Android
Mobile Phones have become an important need of today. The term mobile phone and smart phone are almost identical now-a-days. Smartphone market is booming with very high speed.
Amit Jain, Pallavi Kaushik
core
This study aims to develop an efficient Android malware detection framework using the LightGBM algorithm optimized through Chi-Square feature selection and hyperparameter tuning.
Dede Wintana, Satia Suhada, Gunawan
doaj +1 more source
Automated Android Malware Detection Using User Feedback. [PDF]
Duque J +4 more
europepmc +1 more source
Android malware detection method based on highly distinguishable static features and DenseNet. [PDF]
Yang J, Zhang Z, Zhang H, Fan J.
europepmc +1 more source
Android Malware Detection Using Support Vector Regression for Dynamic Feature Analysis
Mobile devices face significant security challenges due to the increasing proliferation of Android malware. This study introduces an innovative approach to Android malware detection, combining Support Vector Regression (SVR) and dynamic feature analysis ...
Nahier Aldhafferi
doaj +1 more source
An Android Malware Detection Approach to Enhance Node Feature Differences in a Function Call Graph Based on GCNs. [PDF]
Wu H, Luktarhan N, Tian G, Song Y.
europepmc +1 more source
MFDroid: A Stacking Ensemble Learning Framework for Android Malware Detection. [PDF]
Wang X, Zhang L, Zhao K, Ding X, Yu M.
europepmc +1 more source
FG-Droid: Grouping based feature size reduction for Android malware detection. [PDF]
Arslan RS.
europepmc +1 more source
A Resilient Deep Learning Framework for Mobile Malware Detection: From Architecture to Deployment
Mobile devices are frequent targets of malware due to the large volume of sensitive personal, financial, and corporate data they process. Traditional static, dynamic, and hybrid analysis methods are increasingly insufficient against evolving threats ...
Aysha Alfaw +2 more
doaj +1 more source
Android malware detection using hybrid ANFIS architecture with low computational cost convolutional layers. [PDF]
Atacak İ, Kılıç K, Doğru İA.
europepmc +1 more source

