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A study of an immunity-based anomaly detection system

Research Project

Project/Area Number 19700072
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeSingle-year Grants
Research Field Computer system/Network
Research InstitutionKanagawa Institute of Technology

Principal Investigator

OKAMOTO Takeshi  Kanagawa Institute of Technology, 情報学部, 准教授 (90350678)

Project Period (FY) 2007 – 2009
Project Status Completed (Fiscal Year 2009)
Budget Amount *help
¥2,720,000 (Direct Cost: ¥2,300,000、Indirect Cost: ¥420,000)
Fiscal Year 2009: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Fiscal Year 2008: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Fiscal Year 2007: ¥900,000 (Direct Cost: ¥900,000)
Keywordsネットワークセキュリティ / 異常検出 / コンピュータウイルス / なりすまし / 免疫系 / エージェント / プロファイル / 適応 / ポット / ハニーポット / 隠れマルコフモデル / 免疫 / 適応・学習
Research Abstract

This study proposed a framework of an immunity-based anomaly detection system for detecting computer viruses and network attacks. Simulation results showed that dynamic updating of user profiles improves the detection accuracy of internal masqueraders by 49.72 percent compared to our previous system, and that of external masqueraders by 12.16 percent. In addition, the proposed system could detect some of new computer viruses.

Report

(4 results)
  • 2009 Annual Research Report   Final Research Report ( PDF )
  • 2008 Annual Research Report
  • 2007 Annual Research Report
  • Research Products

    (12 results)

All 2010 2009 2008 2007

All Journal Article (7 results) (of which Peer Reviewed: 7 results) Presentation (5 results)

  • [Journal Article] Evaluations for an Immunity-Based Anomaly Detection with Dynamic Updating of Profiles2010

    • Author(s)
      Takeshi Okamoto
    • Journal Title

      Journal of Artificial Life and Robotics 15(未定)

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Towards an Immunity-Based System for Detecting Masqueraders2009

    • Author(s)
      Takeshi Okamoto, Yoshiteru Ishida
    • Journal Title

      International Journal of Knowledge-based and Intelligent Engineering Systems Vol.13,No.3

      Pages: 103-110

    • Related Report
      2009 Final Research Report
    • Peer Reviewed
  • [Journal Article] An Immunity-Based Anomaly Detection System with Sensor Agents2009

    • Author(s)
      Takeshi Okamoto, Yoshiteru Ishida
    • Journal Title

      Sensors 9(11)

      Pages: 9175-9195

    • Related Report
      2009 Final Research Report
    • Peer Reviewed
  • [Journal Article] Towards an Immunity-Based System for Detecting Masqueraders2009

    • Author(s)
      Takeshi Okamoto
    • Journal Title

      International Journal of Knowledge-based and Intelligent Engineering Systems 13

      Pages: 103-110

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] An Immunity-Based Anomaly Detection System with Sensor Agents2009

    • Author(s)
      Takeshi Okamoto
    • Journal Title

      Sensors 9

      Pages: 9175-9195

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Dynamic Updating of Profiles for an Immunity- Based Anomaly Detection System2008

    • Author(s)
      Takeshi OKAMOTO
    • Journal Title

      Lecture Notes in Artificial Intelligence (KES2008) 5179

      Pages: 456-464

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Framework of an Immunity-Based Anomaly Detection System for User Behavior2007

    • Author(s)
      Takeshi OKAMOTO
    • Journal Title

      Lecture Notes in Artificial Intelligence(KES2007) 4694

      Pages: 821-829

    • Related Report
      2007 Annual Research Report
    • Peer Reviewed
  • [Presentation] Evaluations for an Immunity-Based Anomaly Detection with Dynamic Updating of Profiles2010

    • Author(s)
      Takeshi Okamoto
    • Organizer
      International Sympoeium of Artificial Life and Robotics
    • Place of Presentation
      日本(大分)
    • Year and Date
      2010-02-04
    • Related Report
      2009 Annual Research Report
  • [Presentation] Evaluations for an Immunity-Based Anomaly Detection with Dynamic Updating of Profiles2010

    • Author(s)
      Takeshi Okamoto, Yoshiteru Ishida
    • Organizer
      Proc. of AROB 2010
    • Related Report
      2009 Final Research Report
  • [Presentation] T3 : Principles of Practice in Profiling : An Immmity-based System2009

    • Author(s)
      Takeshi Okamoto
    • Organizer
      International Conference on Principles of Practice
    • Place of Presentation
      日本(愛知)in Multi-Agent Systems
    • Year and Date
      2009-12-13
    • Related Report
      2009 Annual Research Report
  • [Presentation] Dynamic Updating of Profiles for an Immunity-Based Anomaly Detection System2008

    • Author(s)
      Takeshi Okamoto, Yoshiteru Ishida
    • Organizer
      Proc. of KES 2008
    • Related Report
      2009 Final Research Report
  • [Presentation] Framework of an Immunity-Based Anomaly Detection System for User Behavior2007

    • Author(s)
      Takeshi Okamoto, Yoshiteru Ishida
    • Organizer
      Proc. Of KES 2007
    • Related Report
      2009 Final Research Report

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Published: 2007-04-01   Modified: 2016-04-21  

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