The Android Malware Static Analysis: Techniques, Limitations, and Open Challenges

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dc.contributor.authorBakour, Khaled
dc.contributor.authorUnver, H. Murat
dc.contributor.authorGhanem, Razan
dc.date.accessioned2020-06-25T18:29:47Z
dc.date.available2020-06-25T18:29:47Z
dc.date.issued2018
dc.departmentKırıkkale Üniversitesi
dc.description3rd International Conference on Computer Science and Engineering (UBMK) -- SEP 20-23, 2018 -- Sarajevo, BOSNIA & HERCEG
dc.description.abstractThis paper aims to explain static analysis techniques in detail, and to highlight the weaknesses and challenges which face it. To this end, more than 80 static analysis based framework have been studied, and in their light, the process of detecting malicious applications has been divided into four phases that were explained in a schematic manner. Also, the features that is used in static analysis were discussed in detail by dividing it into four categories namely, Manifest-based features, code-based features, semantic features and app's metadata-based features. Also, the challenges facing methods based on static analysis were discussed in detail. Finally, a case study was conducted to test the strength of some known commercial antivirus and one of the stat-of-art academic static analysis frameworks against obfuscation techniques used by developers of malicious applications. The results showed a significant impact on the performance of the most tested antiviruses and frameworks, which is reflecting the urgent need for more accurately tools.en_US
dc.description.sponsorshipBMBB, Istanbul Teknik Univ, Gazi Univ, ATILIM Univ, Int Univ Sarajevo, Kocaeli Univ, TURKiYE BiLiSiM VAKFIen_US
dc.identifier.citationclosedAccessen_US
dc.identifier.endpage593en_US
dc.identifier.isbn978-1-5386-7893-0
dc.identifier.scopus2-s2.0-85060661989
dc.identifier.scopusqualityN/A
dc.identifier.startpage586en_US
dc.identifier.urihttps://hdl.handle.net/20.500.12587/7462
dc.identifier.wosWOS:000459847400113
dc.identifier.wosqualityN/A
dc.indekslendigikaynakWeb of Science
dc.indekslendigikaynakScopus
dc.language.isoen
dc.publisherIeeeen_US
dc.relation.ispartof2018 3Rd International Conference On Computer Science And Engineering (Ubmk)
dc.relation.publicationcategoryKonferans Öğesi - Uluslararası - Kurum Öğretim Elemanıen_US
dc.rightsinfo:eu-repo/semantics/closedAccessen_US
dc.subjectAndroiden_US
dc.subjectStatic analysisen_US
dc.subjectobfuscationen_US
dc.subjectmalware detectionen_US
dc.titleThe Android Malware Static Analysis: Techniques, Limitations, and Open Challengesen_US
dc.typeConference Object

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