Detail publikace

Botnet C&C Traffic and Flow Lifespans Using Survival Analysis

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"
}