Automatic Generation of Mobile Malwares Using Genetic Programming
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- @InProceedings{Aydogan:2015:evoApplications,
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author = "Emre Aydogan and Sevil Sen",
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title = "Automatic Generation of Mobile Malwares Using Genetic
Programming",
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booktitle = "18th European Conference on the Applications of
Evolutionary Computation",
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year = "2015",
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editor = "Antonio M. Mora and Giovanni Squillero",
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series = "LNCS",
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volume = "9028",
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publisher = "Springer",
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pages = "745--756",
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address = "Copenhagen",
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month = "8-10 " # apr,
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organisation = "EvoStar",
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keywords = "genetic algorithms, genetic programming, Mobile
malware, Static analysis, Obfuscation, Evolutionary
computation",
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isbn13 = "978-3-319-16548-6",
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URL = "http://web.cs.hacettepe.edu.tr/~ssen/files/papers/EvoStar15.pdf",
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DOI = "doi:10.1007/978-3-319-16549-3_60",
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size = "12 pages",
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abstract = "The number of mobile devices has increased
dramatically in the past few years. These smart devices
provide many useful functionalities accessible from
anywhere at anytime, such as reading and writing
e-mails, surfing on the Internet, showing facilities
nearby, and the like. Hence, they become an inevitable
part of our daily lives. However the popularity and
adoption of mobile devices also attract virus writers
in order to harm our devices. So, many security
companies have already proposed new solutions in order
to protect our mobile devices from such malicious
attempts. However developing methodologies that detect
unknown malwares is a research challenge, especially on
devices with limited resources. This study presents a
method that evolves automatically variants of malwares
from the ones in the wild by using genetic programming
(GP). We aim to evaluate the efficacy of current
anti-virus products, using static analysis techniques,
in the market. The experimental results show the
weaknesses of the static analysis tools available in
the market, and the need of new detection techniques
suitable for mobile devices.",
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notes = "evoRISK EvoApplications2015 held in conjunction with
EuroGP'2015, EvoCOP2015 and EvoMusArt2015
http://www.evostar.org/2015/cfp_evoapps.php",
- }
Genetic Programming entries for
Emre Aydogan
Sevil Sen
Citations