Degree
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Student, Kazan national technical research university named after A. N. Tupolev — KAI |
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E-mail
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bayanov_bulat@mail.ru |
Location
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Kazan |
Articles
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Classification of DDoS-attacks based on the neural network modelThis article describes a trend of DDoS-attacks development, gives classification of such attacks
and specifies some of the most popular types of DDoS-attacks. Also, this work looks statistical methodologies
of analysis of malicious traffic, which can be used in modern security provision systems.
Methodology, which based on multiple simulations with neurolink models, was chosen as a main in
this article. The major problem of this study is to develop an architecture of such models and choose
the most perspective with an assessment of the adequacy of this model. The purpose of this article is
to gaining results of use neurolink model in case of classification of DDoS-attacks. Thereby, based on
the raw data that were obtained through multiple simulations of different types of traffic, we found
the most perspective architecture of neurolink model that has both: the least complex learning sample
and at the same time provides high quality of classifying traffic. On the basis of results, which were
gained as a result of work with developed mathematic model and assessment of its adequacy, we can
approve that considered methodology carrying out its purpose, classification of DDoS-attacks, completely,
and could be used in security algorithms or that kind of software.
Read more...
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