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Game Theoretical Model for Adaptive Intrusion Detection System

The result's identifiers

  • Result code in IS VaVaI

    <a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F68407700%3A21230%2F14%3A00223980" target="_blank" >RIV/68407700:21230/14:00223980 - isvavai.cz</a>

  • Alternative codes found

    RIV/28943601:_____/14:#0000006

  • Result on the web

    <a href="http://link.springer.com/chapter/10.1007/978-3-662-44750-5_7" target="_blank" >http://link.springer.com/chapter/10.1007/978-3-662-44750-5_7</a>

  • DOI - Digital Object Identifier

    <a href="http://dx.doi.org/10.1007/978-3-662-44750-5_7" target="_blank" >10.1007/978-3-662-44750-5_7</a>

Alternative languages

  • Result language

    angličtina

  • Original language name

    Game Theoretical Model for Adaptive Intrusion Detection System

  • Original language description

    We present a self-adaptation mechanism for network intrusion detection system based on the use of game-theoretical formalism. The key innovation of our method is a secure runtime definition and solution of the game and real-time use of game solutions forimmediate system reconfiguration. Our approach is suited for realistic environments where we typically lack any ground truth information regarding traffic legitimacy/maliciousness and where the significant portion of system inputs may be shaped by the attacker in order to render the system ineffective. Therefore, we rely on the concept of challenge insertion: we inject a small sample of simulated attacks into the unknown traffic and use the system response to these attacks to define the game structureand utility functions. This approach is also advantageous from the security perspective, as the manipulation of the adaptive process by the attacker is far more difficult.

  • Czech name

  • Czech description

Classification

  • Type

    J<sub>x</sub> - Unclassified - Peer-reviewed scientific article (Jimp, Jsc and Jost)

  • CEP classification

    IN - Informatics

  • OECD FORD branch

Result continuities

  • Project

    <a href="/en/project/VG20122014086" target="_blank" >VG20122014086: Applied research of a metod of an efficient management of network security of data centers, servers and cloud services verified by practical measurements</a><br>

  • Continuities

    V - Vyzkumna aktivita podporovana z jinych verejnych zdroju

Others

  • Publication year

    2014

  • Confidentiality

    S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů

Data specific for result type

  • Name of the periodical

    Transactions on Computational Collective Intelligence

  • ISSN

    0302-9743

  • e-ISSN

  • Volume of the periodical

    15

  • Issue of the periodical within the volume

  • Country of publishing house

    DE - GERMANY

  • Number of pages

    31

  • Pages from-to

    133-163

  • UT code for WoS article

  • EID of the result in the Scopus database