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OUJEZSKÝ, V. HORVÁTH, T. ŠKORPIL, V.
Originální název
Botnet C&C Traffic and Flow Lifespans Using Survival Analysis
Typ
článek v časopise - ostatní, Jost
Jazyk
angličtina
Originální abstrakt
This paper addresses the issue of detecting unwanted traffic in data networks, namely the detection of botnet networks. In this paper, we focused on a time behavioral analysis, more specifically said – lifespans of a simulated botnet network traffic, collected and discovered from NetFlow messages, and also of real botnet communication of a malware. As a method we chose survival analysis and for rigorous testing of differences Mantel–Cox test. Lifespans of those referred traffics are discovered and calculated by lifelines using Python language. Based on our research we have figured out a possibility to distinguish the individual lifespans of C&C communications that are identical to each other by using survival projection curves, although it occurred in a different time course.
Klíčová slova
Botnet, Lifespans, Modeling, NetFlow, Survival, Analysis
Autoři
OUJEZSKÝ, V.; HORVÁTH, T.; ŠKORPIL, V.
Vydáno
27. 3. 2017
Nakladatel
International Science and Engineering Society, o.s.
Místo
Czech Republic
ISSN
1805-5443
Periodikum
International Journal of Advances in Telecommunications, Electrotechnics, Signals and Systems
Ročník
6
Číslo
1
Stát
Česká republika
Strany od
38
Strany do
44
Strany počet
7
URL
http://ijates.org/index.php/ijates/article/view/205
Plný text v Digitální knihovně
http://hdl.handle.net/11012/69225
BibTex
@article{BUT134474, author="Václav {Oujezský} and Tomáš {Horváth} and Vladislav {Škorpil}", title="Botnet C&C Traffic and Flow Lifespans Using Survival Analysis", journal="International Journal of Advances in Telecommunications, Electrotechnics, Signals and Systems", year="2017", volume="6", number="1", pages="38--44", doi="10.11601/ijates.v6i1.205", issn="1805-5443", url="http://ijates.org/index.php/ijates/article/view/205" }