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High accuracy android malware detection using ensemble learning

Suleiman Y. Yerima, Igor Muttik, Sakir Sezer
<span title="2015-11-01">2015</span> <i title="Institution of Engineering and Technology (IET)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/j62f2h4klvgypfdtaqw2k35uie" style="color: black;">IET Information Security</a> </i> &nbsp;
Thus this paper proposes an approach that utilizes ensemble learning for Android malware detection.  ...  The machine learning models are built using a large repository of malware samples and benign apps from a leading antivirus vendor.  ...  An extensive and diverse set of features were chosen for the following reasons: a) Robustness: each set of features are extracted from different parts of the APK (API calls from dex executable, permissions  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1049/iet-ifs.2014.0099">doi:10.1049/iet-ifs.2014.0099</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/wa6nuz72eneufprhayonw7jm3q">fatcat:wa6nuz72eneufprhayonw7jm3q</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20190427051218/https://www.dora.dmu.ac.uk/bitstream/handle/2086/16932/High-Accuracy-Android-Malware-Detection-Using-Ensemble-Learning.pdf;jsessionid=986922DD1F12D31922611808CF4A8A23?sequence=1" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/d4/85/d485ce077ab0211c321d40b57a02d18f0f8c153d.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1049/iet-ifs.2014.0099"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> Publisher / doi.org </button> </a>

Android-COCO: Android Malware Detection with Graph Neural Network for Byte- and Native-Code [article]

Peng Xu
<span title="2022-01-24">2022</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
We, therefore, present a multi-layer approach that utilizes deep learning, natural language processing (NLP), as well as graph embedding techniques to handle the threats of Android malware, both from the  ...  of Android malware.  ...  This motivates the need for a byte-code and native-code combination approach that characterize and generalize the malicious patterns embedded in Android apps.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2112.10038v2">arXiv:2112.10038v2</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/5wbiq52wp5hsfo2jlcaxawcpjq">fatcat:5wbiq52wp5hsfo2jlcaxawcpjq</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20220128021050/https://arxiv.org/pdf/2112.10038v2.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/03/ca/03ca1ecc4bb6e6b080f88b81a9ac3f2090aea989.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2112.10038v2" title="arxiv.org access"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> arxiv.org </button> </a>

A Survey of Android Malware Static Detection Technology Based on Machine Learning

Qing Wu, Xueling Zhu, Bo Liu
<span title="">2021</span> <i title="Hindawi Limited"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/khqygtfojnby3jyh5obuwd7ko4" style="color: black;">Mobile Information Systems</a> </i> &nbsp;
In this paper, we investigated Android applications' structure, analysed various sources of static features, reviewed the machine learning methods for detecting Android malware, studied the advantages  ...  With the rapid growth of Android devices and applications, the Android environment faces more security threats.  ...  Wu [78] developed a system called DroidMat, considering the static information, including permissions, component deployments, intent messages, and API calls for characterizing the Android app's behaviour  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1155/2021/8896013">doi:10.1155/2021/8896013</a> <a target="_blank" rel="external noopener" href="https://doaj.org/article/9dc548d197fd404fbcd4ee962f374bde">doaj:9dc548d197fd404fbcd4ee962f374bde</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/mbuavifbmzfmjm3shzm4wcbm4a">fatcat:mbuavifbmzfmjm3shzm4wcbm4a</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210608122109/https://downloads.hindawi.com/journals/misy/2021/8896013.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/55/a6/55a6cecb82b86b92409df80aaae424a7d9197061.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1155/2021/8896013"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> hindawi.com </button> </a>

Adapting Text Categorization for Manifest based Android Malware Detection

Onder Coban, Selma Ozel
<span title="">2019</span> <i title="AGHU University of Science and Technology Press"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/7bci47kvi5ed7epwn4ly4x2hoi" style="color: black;">Computer Science</a> </i> &nbsp;
It is highly probable to face with a malware while you try to load some applications for your smart phones nowadays.  ...  Malware is a shorthand of malicious software that are created with the intent of damaging hardware systems, stealing data, and causing a mess to make money, protest something, or even make war between  ...  This method considers every HTTP flow as a document and then uses n-grams to generate candidate features for machine learning model.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.7494/csci.2019.20.3.3285">doi:10.7494/csci.2019.20.3.3285</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/swc7lm4fzrczxjxzuhwcoegfme">fatcat:swc7lm4fzrczxjxzuhwcoegfme</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200209134054/https://journals.agh.edu.pl/csci/article/download/3285/2301" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/74/c7/74c7cb9592fea8142dfafdc8cc2fbfbc58c517f2.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.7494/csci.2019.20.3.3285"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> Publisher / doi.org </button> </a>

Automated Testing of Android Apps: A Systematic Literature Review

Pingfan Kong, Li Li, Jun Gao, Kui Liu, Tegawende F. Bissyande, Jacques Klein
<span title="">2018</span> <i title="Institute of Electrical and Electronics Engineers (IEEE)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/et7hjqz36jfnjaenyti2fjiq6m" style="color: black;">IEEE Transactions on Reliability</a> </i> &nbsp;
Automated testing of Android apps is essential for app users, app developers and market maintainer communities alike.  ...  Given the widespread adoption of Android and the specificities of its development model, the literature has proposed various testing approaches for ensuring that not only functional requirements but also  ...  [22] , the Android research community is extensively working on providing tools and approaches for solving various security problems for Android apps.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/tr.2018.2865733">doi:10.1109/tr.2018.2865733</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/rshkb3a3ajev5gce3crha5netm">fatcat:rshkb3a3ajev5gce3crha5netm</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20190430152537/http://orbilu.uni.lu/bitstream/10993/36765/1/article.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/f6/dc/f6dc122a0ab9fae35083bea40eb1793945bad212.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/tr.2018.2865733"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> ieee.com </button> </a>

When the Guard failed the Droid: A case study of Android malware [article]

Harel Berger and Chen Hajaj and Amit Dvir
<span title="2020-03-31">2020</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
In addition, we present a novel evaluation scheme for evasion attack generation that exploits the weak spots of known Android malware detection systems.  ...  We found variations in both the maliciousness and functionality tests of our manipulated apps.  ...  Ajit Kumar from the Department of Computer Science at Sri Sri University for his FAMOUS implementation and his valuable assistance in running it.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2003.14123v1">arXiv:2003.14123v1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/7ixrh2bfzretxoves5mn4vbs2u">fatcat:7ixrh2bfzretxoves5mn4vbs2u</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200402080613/https://arxiv.org/pdf/2003.14123v1.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2003.14123v1" title="arxiv.org access"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> arxiv.org </button> </a>

Detecting and classifying method based on similarity matching of Android malware behavior with profile

Jae-wook Jang, Jaesung Yun, Aziz Mohaisen, Jiyoung Woo, Huy Kang Kim
<span title="2016-03-03">2016</span> <i title="Springer Nature"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/mc7ytjj3xvdubiwzvjyuch5jcu" style="color: black;">SpringerPlus</a> </i> &nbsp;
Andro-profiler executes a malicious application on an emulator in order to generate the integrated system logs, and creates human-readable behavior profiles by analyzing the integrated system logs.  ...  To address some of those shortcomings, we introduce Andro-profiler, a hybrid behavior based analysis and classification system for mobile malware.  ...  A two-page abstract on this work appeared in Jang et al. (2014) .  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1186/s40064-016-1861-x">doi:10.1186/s40064-016-1861-x</a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pubmed/27006882">pmid:27006882</a> <a target="_blank" rel="external noopener" href="https://pubmed.ncbi.nlm.nih.gov/PMC4777979/">pmcid:PMC4777979</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/kqnzpvpzdreubbvpucfaflraou">fatcat:kqnzpvpzdreubbvpucfaflraou</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20171016100359/http://publisher-connector.core.ac.uk/resourcesync/data/Springer-OA/pdf/968/aHR0cDovL2xpbmsuc3ByaW5nZXIuY29tLzEwLjExODYvczQwMDY0LTAxNi0xODYxLXgucGRm.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/96/1e/961e7558daaa3f3fe8acb46b5845e2a8775ad7c9.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1186/s40064-016-1861-x"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> springer.com </button> </a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4777979" title="pubmed link"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> pubmed.gov </button> </a>

The Android malware detection systems between hope and reality

Khaled Bakour, Halil Murat Ünver, Razan Ghanem
<span title="2019-08-29">2019</span> <i title="Springer Science and Business Media LLC"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/wxtpc7l3qzds3ojx4uwv4dvlr4" style="color: black;">SN Applied Sciences</a> </i> &nbsp;
The widespread use of Android-based smartphones made it an important target for malicious applications' developers.  ...  Furthermore, none of the existing review papers contains a schematic model that makes it easy for the reader to know the methods and methodologies used in a particular field of research without much effort  ...  DroidBot [41] Input generator that can send random or scripted input events to an Android app so that it can achieve higher test coverage and generate a UI transition graph (UTG) after testing Android  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/s42452-019-1124-x">doi:10.1007/s42452-019-1124-x</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/jzbb6ruykrcw3nuwps4qb4fuze">fatcat:jzbb6ruykrcw3nuwps4qb4fuze</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200311133921/https://link.springer.com/content/pdf/10.1007%2Fs42452-019-1124-x.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/69/4a/694a34ee362a0eba2b206f6ce8afd4a91bdd37e6.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/s42452-019-1124-x"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> springer.com </button> </a>

Permissions-Based Detection of Android Malware Using Machine Learning

Fahad Akbar, Mehdi Hussain, Rafia Mumtaz, Qaiser Riaz, Ainuddin Wahid Abdul Wahab, Ki-Hyun Jung
<span title="2022-04-02">2022</span> <i title="MDPI AG"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/nzoj5rayr5hutlurimhzyjlory" style="color: black;">Symmetry</a> </i> &nbsp;
Further, the proposed system is promising and may provide a low-cost alternative for Android malware detection for malicious or repackaged Apps.  ...  It also depends on the characteristics of the Android platform, such as adopting an open-source policy, supporting unofficial App stores, and the great tolerance for App verification; therefore the Android  ...  Acknowledgments: We thank the anonymous reviewers for their valuable suggestions that improved the clarity of this article. Conflicts of Interest: The authors declare no conflict of interest.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/sym14040718">doi:10.3390/sym14040718</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/vdundvzgdfgdlbnjwhibne4fvy">fatcat:vdundvzgdfgdlbnjwhibne4fvy</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20220404011251/https://mdpi-res.com/d_attachment/symmetry/symmetry-14-00718/article_deploy/symmetry-14-00718.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/c7/6c/c76cb017e1e7fe42f2a00738bb5f3717429fbcdd.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/sym14040718"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> mdpi.com </button> </a>

Screening smartphone applications using malware family signatures

Jehyun Lee, Suyeon Lee, Heejo Lee
<span title="">2015</span> <i title="Elsevier BV"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/e25s2ofdbnfb3j2rstrnkqsqfi" style="color: black;">Computers &amp; security</a> </i> &nbsp;
As a counter approach for handling the issue of variants behavior analysis techniques have been proposed but require extensive time and resources.  ...  A conventional technique for defeating malware is the use of signature matching which is efficient from a time perspective but not very practical because of its lack of robustness against the malware variants  ...  Acknowledgment The preliminary version of this paper was presented in the IFIP Int'l Information Security and Privacy Conference (IFIP SEC 2013) (Lee et al., 2013) . r e f e r e n c e s  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1016/j.cose.2015.02.003">doi:10.1016/j.cose.2015.02.003</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/u65qngvo4veb7f4mzmp7eupcke">fatcat:u65qngvo4veb7f4mzmp7eupcke</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20170812003053/https://ccs.korea.ac.kr/pds/COSE15.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/c9/a3/c9a3fbdb350289dd2d7e8f4278ab85488e023c36.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1016/j.cose.2015.02.003"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> elsevier.com </button> </a>

MaMaDroid: Detecting Android Malware by Building Markov Chains of Behavioral Models [article]

Enrico Mariconti, Lucky Onwuzurike, Panagiotis Andriotis, Emiliano De Cristofaro, Gordon Ross, Gianluca Stringhini
<span title="2017-11-20">2017</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
As both Android malware and the operating system itself constantly evolve, it is very challenging to design robust malware mitigation techniques that can operate for long periods of time without the need  ...  MaMaDroid builds a behavioral model, in the form of a Markov chain, from the sequence of abstracted API calls performed by an app, and uses it to extract features and perform classification.  ...  This research was supported by the EPSRC under grant EP/N008448/1, by an EPSRC-funded "Future Leaders in Engineering and Physical Sciences" award, a Xerox University Affairs Committee grant, and by a small  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1612.04433v3">arXiv:1612.04433v3</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/bfk6blx2nvaehafh2suq3yiqby">fatcat:bfk6blx2nvaehafh2suq3yiqby</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20191025091840/https://arxiv.org/pdf/1612.04433v3.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/c8/2c/c82c009972e30453c889081c3cde12ce4e7f8ef3.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1612.04433v3" title="arxiv.org access"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> arxiv.org </button> </a>

The Evolution of Android Malware and Android Analysis Techniques

Kimberly Tam, Ali Feizollah, Nor Badrul Anuar, Rosli Salleh, Lorenzo Cavallaro
<span title="2017-01-13">2017</span> <i title="Association for Computing Machinery (ACM)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/eiea26iqqjcatatlgxdpzt637y" style="color: black;">ACM Computing Surveys</a> </i> &nbsp;
This article presents a comprehensive survey on leading Android malware analysis and detection techniques, and their effectiveness against evolving malware.  ...  Sophisticated mobile malware, particularly Android malware, acquire or utilize such data without user consent.  ...  We then suggest the next logical steps for future research against malware and make a few general observations.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/3017427">doi:10.1145/3017427</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/f2vdpgntincgvd4xv52l2ovray">fatcat:f2vdpgntincgvd4xv52l2ovray</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200311145455/https://kclpure.kcl.ac.uk/portal/files/112357801/The_Evolution_of_Android_Malware_TAM_2017_GREEN_AAM.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/da/fe/dafe839b84fa198d499576bc5c28d2035d6780e5.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/3017427"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> acm.org </button> </a>

DroidKin: Lightweight Detection of Android Apps Similarity [chapter]

Hugo Gonzalez, Natalia Stakhanova, Ali A. Ghorbani
<span title="">2015</span> <i title="Springer International Publishing"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/jajl7qtqc5cy7oavratsldrv2y" style="color: black;">Lecture Notes of the Institute for Computer Sciences, Social Informatics and Telecommunications Engineering</a> </i> &nbsp;
In this paper, we present DroidKin, a robust approach for the detection of Android apps similarity.  ...  Leveraging openness of Android app markets and the lack of security testing, malware authors commonly plagiarize Android applications (e.g., through code reuse and repackaging) boosting the amount of malware  ...  Through our preliminary analysis of Android markets, we discovered that the authors (both legitimate and malicious) tend to generate a new pair of private/public keys for each application.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/978-3-319-23829-6_30">doi:10.1007/978-3-319-23829-6_30</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/veuv2pq7nzdbtb4fghonqrir4i">fatcat:veuv2pq7nzdbtb4fghonqrir4i</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20180427031329/http://cs.unb.ca/~natalia/DroidKin.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/52/08/5208befda28c415b806beba1814f3a5ba4571aa8.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/978-3-319-23829-6_30"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> springer.com </button> </a>

A Multimodal Malware Detection Technique for Android IoT Devices Using Various Features

Rajesh Kumar, Xiaosong Zhang, Wen Yong Wang, Riaz Ullah Khan, Jay Kumar, Abubaker Sharif
<span title="">2019</span> <i title="Institute of Electrical and Electronics Engineers (IEEE)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/q7qi7j4ckfac7ehf3mjbso4hne" style="color: black;">IEEE Access</a> </i> &nbsp;
Moreover, due to extensive exploitation of the Android platform in the IoT devices creates a task challenging of securing such kind of malware activities.  ...  Moreover, the naive Bayes classifier is based on decision trees for extracting more important features to provide classification and regression for achieving high accuracy and robustness.  ...  Furthermore, the Android devices are attractive target for hackers due to extensive use of the Android platform in IoT devices [3] .  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/access.2019.2916886">doi:10.1109/access.2019.2916886</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/2ty3jo6hszhbfezp3qa7lapn6m">fatcat:2ty3jo6hszhbfezp3qa7lapn6m</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210427083309/https://ieeexplore.ieee.org/ielx7/6287639/8600701/08721053.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/d3/06/d306b30bee3a217d09e5dfdf91437f3a2cc05f40.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/access.2019.2916886"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> ieee.com </button> </a>

Automated Poisoning Attacks and Defenses in Malware Detection Systems: An Adversarial Machine Learning Approach [article]

Sen Chen, Minhui Xue, Lingling Fan, Shuang Hao, Lihua Xu, Haojin Zhu, Bo Li
<span title="2017-10-31">2017</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
Experiments on more than 250,000 mobile applications demonstrate that KuafuDet is scalable and can be highly effective as a standalone system.  ...  The evolution of mobile malware poses a serious threat to smartphone security.  ...  Through simulation, we presented practical bounds for the accuracy loss to each attacker.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1706.04146v3">arXiv:1706.04146v3</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/f7yzifuahff6dfyaihlrnn3gfa">fatcat:f7yzifuahff6dfyaihlrnn3gfa</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200826041727/https://arxiv.org/pdf/1706.04146v3.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/48/9b/489beb36f6f8dd5e8105ffdb328c59204fc43108.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1706.04146v3" title="arxiv.org access"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> arxiv.org </button> </a>
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