Android Botnets: A proof-of-concept using hybrid analysis approach
Mobile botnets are gaining popularity with the expressive demand of smartphone technologies. Similarly, the majority of mobile botnets are built on a popular open source OS, e.g., Android. A mobile botnet is a network of interconnected smartphone devices intended to expand malicious activities, for...
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| Format: | Article |
| Language: | English |
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IGI Global
2020
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| Online Access: | http://umpir.ump.edu.my/id/eprint/34006/1/Android%20botnets-%20A%20proof-of-concept%20using%20hybrid%20analysis%20approach.pdf |
| _version_ | 1796995070562402304 |
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| author | Karim, Ahmad Chang, Victor Ahmad Firdaus, Zainal Abidin |
| author_facet | Karim, Ahmad Chang, Victor Ahmad Firdaus, Zainal Abidin |
| author_sort | Karim, Ahmad |
| collection | UMP |
| description | Mobile botnets are gaining popularity with the expressive demand of smartphone technologies. Similarly, the majority of mobile botnets are built on a popular open source OS, e.g., Android. A mobile botnet is a network of interconnected smartphone devices intended to expand malicious activities, for example; spam generation, remote access, information theft, etc., on a wide scale. To avoid this growing hazard, various approaches are proposed to detect, highlight and mark mobile malware applications using either static or dynamic analysis. However, few approaches in the literature are discussing mobile botnet in particular. In this article, the authors have proposed a hybrid analysis framework combining static and dynamic analysis as a proof of concept, to highlight and confirm botnet phenomena in Android-based mobile applications. The validation results affirm that machine learning approaches can classify the hybrid analysis model with high accuracy rate (98%) than classifying static or dynamic individually. |
| first_indexed | 2024-03-06T12:56:54Z |
| format | Article |
| id | UMPir34006 |
| institution | Universiti Malaysia Pahang |
| language | English |
| last_indexed | 2024-03-06T12:56:54Z |
| publishDate | 2020 |
| publisher | IGI Global |
| record_format | dspace |
| spelling | UMPir340062022-05-09T08:25:24Z http://umpir.ump.edu.my/id/eprint/34006/ Android Botnets: A proof-of-concept using hybrid analysis approach Karim, Ahmad Chang, Victor Ahmad Firdaus, Zainal Abidin QA76 Computer software Mobile botnets are gaining popularity with the expressive demand of smartphone technologies. Similarly, the majority of mobile botnets are built on a popular open source OS, e.g., Android. A mobile botnet is a network of interconnected smartphone devices intended to expand malicious activities, for example; spam generation, remote access, information theft, etc., on a wide scale. To avoid this growing hazard, various approaches are proposed to detect, highlight and mark mobile malware applications using either static or dynamic analysis. However, few approaches in the literature are discussing mobile botnet in particular. In this article, the authors have proposed a hybrid analysis framework combining static and dynamic analysis as a proof of concept, to highlight and confirm botnet phenomena in Android-based mobile applications. The validation results affirm that machine learning approaches can classify the hybrid analysis model with high accuracy rate (98%) than classifying static or dynamic individually. IGI Global 2020 Article PeerReviewed pdf en http://umpir.ump.edu.my/id/eprint/34006/1/Android%20botnets-%20A%20proof-of-concept%20using%20hybrid%20analysis%20approach.pdf Karim, Ahmad and Chang, Victor and Ahmad Firdaus, Zainal Abidin (2020) Android Botnets: A proof-of-concept using hybrid analysis approach. Journal of Organizational and End User Computing (JOEUC), 32 (3). pp. 1-18. ISSN 1546-5012. (Published) https://doi.org/10.4018/JOEUC.2020070105 https://doi.org/10.4018/JOEUC.2020070105 |
| spellingShingle | QA76 Computer software Karim, Ahmad Chang, Victor Ahmad Firdaus, Zainal Abidin Android Botnets: A proof-of-concept using hybrid analysis approach |
| title | Android Botnets: A proof-of-concept using hybrid analysis approach |
| title_full | Android Botnets: A proof-of-concept using hybrid analysis approach |
| title_fullStr | Android Botnets: A proof-of-concept using hybrid analysis approach |
| title_full_unstemmed | Android Botnets: A proof-of-concept using hybrid analysis approach |
| title_short | Android Botnets: A proof-of-concept using hybrid analysis approach |
| title_sort | android botnets a proof of concept using hybrid analysis approach |
| topic | QA76 Computer software |
| url | http://umpir.ump.edu.my/id/eprint/34006/1/Android%20botnets-%20A%20proof-of-concept%20using%20hybrid%20analysis%20approach.pdf |
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