Evolving High-speed, Easy-to-understand Network Intrusion Detection Rules with Genetic Programming
Created by W.Langdon from
gp-bibliography.bib Revision:1.7964
- @InProceedings{Orfila:evows09,
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author = "Agustin Orfila and Juan M. Estevez-Tapiador and
Arturo Ribagorda",
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title = "Evolving High-speed, Easy-to-understand Network
Intrusion Detection Rules with Genetic Programming",
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booktitle = "Applications of Evolutionary Computing,
EvoWorkshops2009: {EvoCOMNET}, {EvoENVIRONMENT},
{EvoFIN}, {EvoGAMES}, {EvoHOT}, {EvoIASP},
{EvoINTERACTION}, {EvoMUSART}, {EvoNUM}, {EvoPhD},
{EvoSTOC}, {EvoTRANSLOG}",
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year = "2009",
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month = "15-17 " # apr,
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editor = "Mario Giacobini and Ivanoe {De Falco} and Marc Ebner",
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series = "LNCS",
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volume = "5484",
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publisher = "Springer Verlag",
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address = "Tubingen, Germany",
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pages = "93--98",
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keywords = "genetic algorithms, genetic programming, POSTER",
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isbn13 = "978-3-642-01128-3",
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DOI = "doi:10.1007/978-3-642-01129-0_11",
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abstract = "An ever-present problem in intrusion detection
technology is how to construct the patterns of (good,
bad or anomalous) behaviour upon which an engine have
to make decisions regarding the nature of the activity
observed in a system. This has traditionally been one
of the central areas of research in the field, and most
of the solutions proposed so far have relied in one way
or another upon some form of data mining--with the
exception, of course, of human-constructed patterns. In
this paper, we explore the use of Genetic Programming
(GP) for such a purpose. Our approach is not new in
some aspects, as GP has already been partially explored
in the past. Here we show that GP can offer at least
two advantages over other classical mechanisms: it can
produce very lightweight detection rules (something of
extreme importance for high-speed networks or resource
constrained applications) and the simplicity of the
patterns generated allows to easily understand the
semantics of the underlying attack.",
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notes = "EvoWorkshops2009",
- }
Genetic Programming entries for
Agustin Orfila Diaz-Pabon
Juan Manuel Estevez-Tapiador
D Arturo Ribagorda Garnacho
Citations