A review of android malware detection approaches based on machine learning
K Liu, S Xu, G Xu, M Zhang, D Sun, H Liu - IEEE access, 2020 - ieeexplore.ieee.org
… First, because the topic of this review involves both machine learning and Android malware
… ‘machine learning + Android malware detection’’ and ‘‘machine learning + Android malware’’…
… ‘machine learning + Android malware detection’’ and ‘‘machine learning + Android malware’’…
A machine learning approach to android malware detection
J Sahs, L Khan - 2012 European intelligence and security …, 2012 - ieeexplore.ieee.org
… The problem of detecting such malware presents unique challenges due to the limited … we
present a machine learningbased system for the detection of malware on Android devices. Our …
present a machine learningbased system for the detection of malware on Android devices. Our …
Droid-sec: deep learning in android malware detection
… To better mitigate mobile malware threats, we plan to automate the deep learning based
tool for online Android malware detection in our future work, you can follow up our ongoing …
tool for online Android malware detection in our future work, you can follow up our ongoing …
Deep learning for android malware defenses: a systematic literature review
… of deep learning. In 2014, deep learning tools were applied to Android malware defenses
and … Subsequently, an increasing number of researchers have developed Android malware …
and … Subsequently, an increasing number of researchers have developed Android malware …
Review of android malware detection based on deep learning
Z Wang, Q Liu, Y Chi - IEEE Access, 2020 - ieeexplore.ieee.org
… This paper proposes a deep learning method for Android malware detection. Through static
analysis, it extracts 11 different behavior features, including component, intention, requested …
analysis, it extracts 11 different behavior features, including component, intention, requested …
Significant permission identification for machine-learning-based android malware detection
… In this paper, we introduce SIGPID, a malware detection system based on permission usage
… number of Android malware. Instead of extracting and analyzing all Android permissions, …
… number of Android malware. Instead of extracting and analyzing all Android permissions, …
Droiddetector: android malware characterization and detection using deep learning
… In the light of our analyses, we conclude that deep learning is a promising technique for
Android malware detection. The rest of this study is organized as follows. In Section 2, we …
Android malware detection. The rest of this study is organized as follows. In Section 2, we …
A deep learning approach to android malware feature learning and detection
X Su, D Zhang, W Li, K Zhao - 2016 IEEE Trustcom/BigDataSE …, 2016 - ieeexplore.ieee.org
… Android apps. Then, we build the deep learning model to learn features from Android apps…
Finally, the learned features are used to detect unknown Android malware. In an experiment …
Finally, the learned features are used to detect unknown Android malware. In an experiment …
MLDroid—framework for Android malware detection using machine learning techniques
A Mahindru, AL Sangal - Neural Computing and Applications, 2021 - Springer
… features for developing malware detection model we … Android malware detection model
we implement distinct supervised, unsupervised, semi-supervised and hybrid machine learning …
we implement distinct supervised, unsupervised, semi-supervised and hybrid machine learning …
MAPAS: a practical deep learning-based android malware detection system
… We propose a practical Android malware detection system, MAPAS, that find malware … To
this end, MAPAS learns API call graphs of malware and detects malware based on analyzed …
this end, MAPAS learns API call graphs of malware and detects malware based on analyzed …
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