Massive Data Mining for Polymorphic Code Detection

作者: Udo Payer , Peter Teufl , Stefan Kraxberger , Mario Lamberger

DOI: 10.1007/11560326_38

关键词: Self-organizing mapIntrusion detection systemGenetic algorithmInformation extractionPolymorphic codeMarkov modelData miningArtificial neural networkShellcodeComputer science

摘要: Driven by the permanent search for reliable anomaly-based intrusion detection mechanisms, we investigated different statistical methodologies to deal with of polymorphic shellcode. The paper intends give an overview on existing approaches in literature as well a synopsis our efforts evaluate applicability data mining techniques such Neural Networks, Self Organizing Maps, Markov Models or Genetic Algorithms area code detection. We will then present achieved results and conclusions.

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