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Detecting Malware by Analyzing App Permissions on Android Platform: A Systematic Literature Review

Smartphone adaptation in society has been progressing at a very high speed. Having the ability to run on a vast variety of devices, much of the user base possesses an Android phone. Its popularity and flexibility have played a major role in making it a target of different attacks via malware, causin...

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Autores principales: Ehsan, Adeel, Catal, Cagatay, Mishra, Alok
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9609682/
https://www.ncbi.nlm.nih.gov/pubmed/36298282
http://dx.doi.org/10.3390/s22207928
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author Ehsan, Adeel
Catal, Cagatay
Mishra, Alok
author_facet Ehsan, Adeel
Catal, Cagatay
Mishra, Alok
author_sort Ehsan, Adeel
collection PubMed
description Smartphone adaptation in society has been progressing at a very high speed. Having the ability to run on a vast variety of devices, much of the user base possesses an Android phone. Its popularity and flexibility have played a major role in making it a target of different attacks via malware, causing loss to users, both financially and from a privacy perspective. Different malware and their variants are emerging every day, making it a huge challenge to come up with detection and preventive methodologies and tools. Research has spawned in various directions to yield effective malware detection mechanisms. Since malware can adopt different ways to attack and hide, accurate analysis is the key to detecting them. Like any usual mobile app, malware requires permission to take action and use device resources. There are 235 total permissions that the Android app can request on a device. Malware takes advantage of this to request unnecessary permissions, which would enable those to take malicious actions. Since permissions are critical, it is important and challenging to identify if an app is exploiting permissions and causing damage. The focus of this article is to analyze the identified studies that have been conducted with a focus on permission analysis for malware detection. With this perspective, a systematic literature review (SLR) has been produced. Several papers have been retrieved and selected for detailed analysis. Current challenges and different analyses were presented using the identified articles.
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spelling pubmed-96096822022-10-28 Detecting Malware by Analyzing App Permissions on Android Platform: A Systematic Literature Review Ehsan, Adeel Catal, Cagatay Mishra, Alok Sensors (Basel) Review Smartphone adaptation in society has been progressing at a very high speed. Having the ability to run on a vast variety of devices, much of the user base possesses an Android phone. Its popularity and flexibility have played a major role in making it a target of different attacks via malware, causing loss to users, both financially and from a privacy perspective. Different malware and their variants are emerging every day, making it a huge challenge to come up with detection and preventive methodologies and tools. Research has spawned in various directions to yield effective malware detection mechanisms. Since malware can adopt different ways to attack and hide, accurate analysis is the key to detecting them. Like any usual mobile app, malware requires permission to take action and use device resources. There are 235 total permissions that the Android app can request on a device. Malware takes advantage of this to request unnecessary permissions, which would enable those to take malicious actions. Since permissions are critical, it is important and challenging to identify if an app is exploiting permissions and causing damage. The focus of this article is to analyze the identified studies that have been conducted with a focus on permission analysis for malware detection. With this perspective, a systematic literature review (SLR) has been produced. Several papers have been retrieved and selected for detailed analysis. Current challenges and different analyses were presented using the identified articles. MDPI 2022-10-18 /pmc/articles/PMC9609682/ /pubmed/36298282 http://dx.doi.org/10.3390/s22207928 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Review
Ehsan, Adeel
Catal, Cagatay
Mishra, Alok
Detecting Malware by Analyzing App Permissions on Android Platform: A Systematic Literature Review
title Detecting Malware by Analyzing App Permissions on Android Platform: A Systematic Literature Review
title_full Detecting Malware by Analyzing App Permissions on Android Platform: A Systematic Literature Review
title_fullStr Detecting Malware by Analyzing App Permissions on Android Platform: A Systematic Literature Review
title_full_unstemmed Detecting Malware by Analyzing App Permissions on Android Platform: A Systematic Literature Review
title_short Detecting Malware by Analyzing App Permissions on Android Platform: A Systematic Literature Review
title_sort detecting malware by analyzing app permissions on android platform: a systematic literature review
topic Review
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9609682/
https://www.ncbi.nlm.nih.gov/pubmed/36298282
http://dx.doi.org/10.3390/s22207928
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