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Design of Adaptive IDS with Regulated Retraining Approach

The result's identifiers

  • Result code in IS VaVaI

    <a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F61989100%3A27740%2F12%3A86092939" target="_blank" >RIV/61989100:27740/12:86092939 - isvavai.cz</a>

  • Result on the web

    <a href="http://dx.doi.org/10.1007/978-3-642-35326-0" target="_blank" >http://dx.doi.org/10.1007/978-3-642-35326-0</a>

  • DOI - Digital Object Identifier

    <a href="http://dx.doi.org/10.1007/978-3-642-35326-0" target="_blank" >10.1007/978-3-642-35326-0</a>

Alternative languages

  • Result language

    angličtina

  • Original language name

    Design of Adaptive IDS with Regulated Retraining Approach

  • Original language description

    Computer networks are becoming more insecure and vulnerable to intrusions and attacks as they are increasingly accessible to users globally. To minimize possibility of intrusions and attacks, various intrusion detection models have been proposed. However, the existing procedures suffer high false alarm, not adequately adaptive, low accuracy and rigid. The detection performance deteriorates when behavior of traffic is changing and new attacks continually emerge. Therefore, the need to update the reference model for any given anomaly-based intrusion detection is necessary to keep up with these changes. Severe changes should be addressed immediately before the performance is compromised. Available updating approaches include dynamic, periodic and regulated. Unfortunately, none considers severity of changes to trigger the updating. This paper proposed an adaptive IDS model using regulated retraining approach based on severity of changes in network traffic. Therefore, retraining can be done

  • Czech name

  • Czech description

Classification

  • Type

    D - Article in proceedings

  • CEP classification

    IN - Informatics

  • OECD FORD branch

Result continuities

  • Project

    <a href="/en/project/ED1.1.00%2F02.0070" target="_blank" >ED1.1.00/02.0070: IT4Innovations Centre of Excellence</a><br>

  • Continuities

    P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)

Others

  • Publication year

    2012

  • Confidentiality

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

Data specific for result type

  • Article name in the collection

    Communications in Computer and Information Science. Volume 322

  • ISBN

    978-3-642-35325-3

  • ISSN

    1865-0929

  • e-ISSN

  • Number of pages

    11

  • Pages from-to

    590-600

  • Publisher name

    Springer

  • Place of publication

    Heidelberg

  • Event location

    Káhira

  • Event date

    Dec 8, 2012

  • Type of event by nationality

    WRD - Celosvětová akce

  • UT code for WoS article