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Comparison of HMM and SVM schemes in detecting mobile Botnet

  • Journal of The Korea Society of Computer and Information
  • Abbr : JKSCI
  • 2014, 19(4), pp.81-90
  • Publisher : The Korean Society Of Computer And Information
  • Research Area : Engineering > Computer Science

최병하 1 Kyungsan CHO 1

1단국대학교

Accredited

ABSTRACT

As mobile devices have become widely used and developed, PC based malwares can be movingtowards mobile-based units. In particular, mobile Botnet reuses powerful malicious behavior ofPC-based Botnet or add new malicious techniques. Different from existing PC-based Botnetdetection schemes, mobile Botnet detection schemes are generally host-based. It is because mobileBotnet has various attack vectors and it is difficult to inspect all the attack vector at the sametime. In this paper, to overcome limitations of host-based scheme, we compare two network-basedschemes which detect mobile Botnet by applying HMM and SVM techniques. Through theverification analysis under real Botnet attacks, we present detection rates and detection properties of two schemes.

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