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Feature Importance in Android Malware Detection [PDF]
2020 IEEE 19th International Conference on Trust, Security and Privacy in Computing and Communications (TrustCom), 2020 The topic of mobile malware detection on the Android platform has attracted significant attention over the last several years. However, while much research has been conducted toward mobile malware detection techniques, little attention has been devoted to feature selection and feature importance. That is, which app feature matters more when it comes to
Vasileios Kouliaridis +2 more
openaire +1 more source
vinayakumarr/Android-Malware-Detection v1 [PDF]
, 2019 Android malware detection using static and dynamic ...
Vinayakumar R
core +1 more source
A review : Static analysis of android malware and detection technique [PDF]
, 2021 Android malware has become more widespread in recent years due to the growing popularity of Android mobile. Android malware is installed without the user’s consent on a mobile device and exhibits significant risks to users, including personal information
Mohd Faizal, Ab Razak +5 more
core +1 more source
REVISITING AND BOOSTING STATE-OF-THE-ART ML-BASED ANDROID MALWARE DETECTORS [PDF]
, 2023 Android offers plenty of services to mobile users and has gained significant popularity worldwide. The success of Android has resulted in attracting more mobile users but also malware authors.
DAOUDI, Nadia
core
An Android Malicious Code Detection Method Based on Improved DCA Algorithm
Entropy, 2017 Recently, Android malicious code has increased dramatically and the technology of reinforcement is increasingly powerful. Due to the development of code obfuscation and polymorphic deformation technology, the current Android malicious code static ...
Chundong Wang +5 more
doaj +1 more source
Detection and Prevention of Malware in Android Operating System
Mehran University Research Journal of Engineering and Technology, 2021 The Internet is not safe anymore, malware can be discovered anywhere on the Internet. The risk of malware has increased also due to the increasing popularity and use of Smartphones and their underlying cost-free applications. With its great market share,
Kashif Ali Dahri +2 more
doaj +1 more source
Android Fragmentation in Malware Detection
Computers & Security, 2019 Abstract Differences between Android versions affect not only application developers but also make the task of securing Android harder, as it is not easy to keep track of updates. In this paper, we first systematically analyze the Android framework, which includes APIs and enforced manifest permissions to realize the inconsistency currently exists in
Long Nguyen-Vu, Jinung Ahn, Souhwan Jung
openaire +1 more source
Detection and Visualization of Android Malware Behavior [PDF]
Journal of Electrical and Computer Engineering, 2016 Malware analysts still need to manually inspect malware samples that are considered suspicious by heuristic rules. They dissect software pieces and look for malware evidence in the code. The increasing number of malicious applications targeting Android devices raises the demand for analyzing them to find where the malcode is triggered when user ...
Oscar Somarriba Jarquín +4 more
openaire +3 more sources
A Comprehensive Study of Malware Detection in Android Operating Systems [PDF]
, 2021 Android is now the world\u27s (or one of the world’s) most popular operating system. More and more malware assaults are taking place in Android applications. Many security detection techniques based on Android Apps are now available.
Ahmed, Omar M. +9 more
core +1 more source
API Sequences based Malware Detection for Android [PDF]
, 2015 To mitigate security problem brought by Android malware, various work has been proposed such as behavior based malware detection and data mining based malware detection.
Zhong Chen +7 more
core +1 more source