Modeling NIDS Evasion with Genetic Programming

Created by W.Langdon from gp-bibliography.bib Revision:1.7810

@InProceedings{conf/csreaSAM/PastranaOR10,

• author = "Sergio Pastrana and Agustin Orfila and Arturo Ribagorda",
• title = "Modeling {NIDS} Evasion with Genetic Programming",
• booktitle = "Proceedings of the 2010 International Conference on Security \& Management, {SAM} 2010, July 12-15, 2010, Las Vegas Nevada, {USA}, 2 Volumes",
• publisher = "CSREA Press",
• year = "2010",
• editor = "Hamid R. Arabnia and Kevin Daimi and Michael R. Grimaila and George Markowsky and Selim Aissi and Victor A. Clincy and Leonidas Deligiannidis and Donara Gabrielyan and Gevorg Margarov and Ashu M. G. Solo and Craig Valli and Patricia A. H. Williams",
• isbn13 = "1-60132-163-5",
• pages = "444--448",
• keywords = "genetic algorithms, genetic programming, Intrusion Detection, Evasion, Network security, C4.5",
• URL = "http://www.seg.inf.uc3m.es/papers/2010sam.pdf",
• size = "6 pages",
• abstract = "Nowadays, Network Intrusion Detection Systems are quickly updated in order to prevent systems against new attacks. This situation has provoked that attackers focus their efforts on new sophisticated evasive techniques when trying to attack a system. Unfortunately, most of these techniques are based on network protocols ambiguities [1], so NIDS designers must take them into account when updating their tools. In this paper, we present a new approach to improve the task of looking for new evasive techniques. The core of our work is to model existing NIDS using the Genetic Programming paradigm. Thus, we obtain models that simulate the behaviour of NIDS with great precision, but with a much simpler semantics than the one of the NIDS. Looking for this easier semantics allows us to easily construct evasions on the model, and therefore on the NIDS, as their behavior is quite similar. Our results show how precisely GP can model a NIDS behaviour.",
• bibdate = "2010-12-10",
• bibsource = "DBLP, http://dblp.uni-trier.de/db/conf/csreaSAM/csreaSAM2010.html#PastranaOR10",

}

Genetic Programming entries for Sergio Pastrana Portillo Agustin Orfila Diaz-Pabon D Arturo Ribagorda Garnacho

Citations