Intrusion Alert Correlation to Support Security Management

  • Cláudio Toshio Kawakani State University of Londrina
  • Sylvio Barbon Junior State University of Londrina
  • Rodrigo Sanches Miani Federal University of Uberlândia
  • Michel Cukier University of Maryland
  • Bruno Bogaz Zarpelão State University of Londrina

Resumo


To support information security, organizations deploy Intrusion Detection Systems (IDS) that monitor information systems and networks, generating alerts for every suspicious behavior. However, the huge amount of alerts that an IDS triggers and their low-level representation make the alerts analysis a challenging task. In this paper, we propose a new approach based on hierarchical clustering that supports intrusion alert analysis in two main steps. First, it correlates historical alerts to identify the most typical strategies attackers have used. Then, it associates upcoming alerts in real time according to the strategies discovered in the first step. The experiments were performed using a real data set from the University of Maryland. The results show that the proposed approach can provide useful information for security administrators and may reduce the time between a security event and the response.

Palavras-chave: Intrusion Detection, Alert Correlation, Security Management, Data Mining

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Publicado
17/05/2016
KAWAKANI, Cláudio Toshio; BARBON JUNIOR, Sylvio; MIANI, Rodrigo Sanches; CUKIER, Michel; ZARPELÃO, Bruno Bogaz. Intrusion Alert Correlation to Support Security Management. In: SIMPÓSIO BRASILEIRO DE SISTEMAS DE INFORMAÇÃO (SBSI), 12. , 2016, Florianópolis. Anais [...]. Porto Alegre: Sociedade Brasileira de Computação, 2016 . p. 313-320. DOI: https://doi.org/10.5753/sbsi.2016.5977.