Results 11 to 20 of about 2,901,102 (167)

Trends in Android Malware Detection [PDF]

open access: yesJournal of Digital Forensics, Security and Law, 2013
This paper analyzes different Android malware detection techniques from several research papers, some of these techniques are novel while others bring a new perspective to the research work done in the past. The techniques are of various kinds ranging from detection using host based frameworks and static analysis of executable to feature extraction and
Kaveh Shaerpour   +2 more
core   +9 more sources

Android Malware Detection [PDF]

open access: yesInternational Journal of Innovative Research in Advanced Engineering
Machine learning based detection system of Android malware and analysis of features which are static. The deigned system extracts non executable features such as permissions, intents, activities, and API calls from Android APK files. We analyze non-executable APK features and classify them using a Random Forest model deployed on a Flask server.
Aaditya Vikram Saravana Bhavan   +5 more
core   +6 more sources

Android Malware Detection Using BERT [PDF]

open access: yes, 2022
Android malware detection using ...
SOUANI, Badr   +4 more
openaire   +4 more sources

Android malware detection: An eigenspace analysis approach [PDF]

open access: yes2015 Science and Information Conference (SAI), 2015
7 pages, 4 figures ...
Yerima, Suleiman Y.   +2 more
openaire   +7 more sources

Smart malware detection on Android [PDF]

open access: yesSecurity and Communication Networks, 2015
AbstractNowadays, because of its increased popularity, Android is target to a growing number of attacks and malicious applications, with the purpose of stealing private information and consuming credit by subscribing to premium services. Most of the current commercial antivirus solutions use static signatures for malware detection, which may fail to ...
Laura Gheorghe   +6 more
openaire   +1 more source

A Survey and Evaluation of Android-Based Malware Evasion Techniques and Detection Frameworks

open access: yesInformation, 2023
Android platform security is an active area of research where malware detection techniques continuously evolve to identify novel malware and improve the timely and accurate detection of existing malware.
Parvez Faruki   +5 more
doaj   +1 more source

Guided Retraining to Enhance the Detection of Difficult Android Malware [PDF]

open access: yes, 2023
peer reviewedThe popularity of Android OS has made it an appealing target for malware developers. To evade detection, including by ML-based techniques, attackers invest in creating malware that closely resemble legitimate apps, challenging the state of ...
Allix, Kevin   +3 more
core   +1 more source

Gauss-Mapping Black Widow Optimization With Deep Extreme Learning Machine for Android Malware Classification Model

open access: yesIEEE Access, 2023
Nowadays, the malware on the Android platform is found to be increasing. With the prevalent use of code obfuscation technology, the precision of antivirus software and classical detection techniques is low.
Ghadah Aldehim   +7 more
doaj   +1 more source

Feature Importance in Android Malware Detection [PDF]

open access: yes2020 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   +2 more sources

Detection and Visualization of Android Malware Behavior [PDF]

open access: yesJournal 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

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