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Memory management for Big Data Mining

Research Project

Project/Area Number 25540093
Research Category

Grant-in-Aid for Challenging Exploratory Research

Allocation TypeMulti-year Fund
Research Field Intelligent informatics
Research InstitutionUniversity of Tsukuba

Principal Investigator

YOSHIDA Kenichi  筑波大学, ビジネスサイエンス系, 教授 (40344858)

Project Period (FY) 2013-04-01 – 2016-03-31
Project Status Completed (Fiscal Year 2015)
Budget Amount *help
¥3,510,000 (Direct Cost: ¥2,700,000、Indirect Cost: ¥810,000)
Fiscal Year 2015: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Fiscal Year 2014: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Fiscal Year 2013: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Keywordsデータマイニング / メモリ管理 / Big Data / big data / Big Data
Outline of Final Research Achievements

Based on the past research experience of on-line network threat analysis, such as SPAM filtering and DDoS finding, we have studied 1) a new memory management strategy which is suitable to be used in on-line network analyzers, 2) relationship between the performance of data mining method and memory management method.
The results of this study are reported in 1) a reviewed conference paper which propose a new memory management strategy whose characteristics is the functionality to report its memory management performance, and 2) another reviewed conference paper which reports an analyzer of browser based DDoS attacks as an application of developed memory management strategy.

Report

(4 results)
  • 2015 Annual Research Report   Final Research Report ( PDF )
  • 2014 Research-status Report
  • 2013 Research-status Report
  • Research Products

    (12 results)

All 2016 2015 2014 2013 2007

All Journal Article (4 results) (of which Peer Reviewed: 4 results) Presentation (8 results) (of which Int'l Joint Research: 2 results,  Invited: 2 results)

  • [Journal Article] Text and User Generic Model for Writer Verification Using Combined Pen Pressure Information From Ink Intensity and Indented Writing on Paper2015

    • Author(s)
      M.Okawa, K.Yoshida
    • Journal Title

      Human-Machine Systems, IEEE Transactions on

      Volume: 99 Issue: 3 Pages: 1-11

    • DOI

      10.1109/thms.2014.2380828

    • Related Report
      2014 Research-status Report
    • Peer Reviewed
  • [Journal Article] ルートDNSサーバへのクエリ数の削減2015

    • Author(s)
      藤原和典, 佐藤聡, 吉田健一
    • Journal Title

      電子情報通信学会和文誌B

      Volume: 未定

    • Related Report
      2014 Research-status Report
    • Peer Reviewed
  • [Journal Article] MEMORY MANAGEMENT FOR BIG DATA MINING -- CACHE HIT RATE ESTIMATION OF LESSFU2014

    • Author(s)
      K. Yoshida
    • Journal Title

      Elsevier Procedia Technology,

      Volume: 17 Pages: 114-121

    • DOI

      10.1016/j.protcy.2014.10.214

    • Related Report
      2014 Research-status Report
    • Peer Reviewed
  • [Journal Article] Exploratory Session Analysis in the Mobile Clickstream2007

    • Author(s)
      佐藤, 聡;櫻井, 孝一;吉田, 健一;新城, 靖
    • Journal Title

      IPSJ Digital Courier

      Volume: 3 Pages: 14-20

    • DOI

      10.2197/ipsjdc.3.14

    • NAID

      130000022276

    • ISSN
      1349-7456
    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Presentation] Enhancing performance of cardinality analysis by packet filtering2016

    • Author(s)
      Mori, S and Sato, A and Yoshida, Kenichi
    • Organizer
      International Conference on Information Networking
    • Place of Presentation
      (Kota Kinabalu, Malaysia)
    • Year and Date
      2016-01-13
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 0 Enhancing performance of cardinality analysis for faster network2015

    • Author(s)
      Shinichi Mori, Akira Sato, Kenichi Yoshida
    • Organizer
      IEICE Tech. Rep., vol. 115, no. 307, IA2015-52, pp. 81-85, Nov. 2015.
    • Place of Presentation
      成田ビューホテル(千葉県成田市)
    • Year and Date
      2015-11-12
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] ネットワークデータの異なり数計測とその応用2015

    • Author(s)
      吉田 健一
    • Organizer
      サイエンティフィック・システム研究会
    • Place of Presentation
      ホテルオークラ兵庫(兵庫県神戸)
    • Year and Date
      2015-10-29
    • Related Report
      2015 Annual Research Report
    • Invited
  • [Presentation] TCP acceleration technology for cloud computing: Algorithm, performance evaluation in real network2014

    • Author(s)
      T.Isobe, K.Yoshida
    • Organizer
      International Conference on Advanced Technologies for Communications
    • Place of Presentation
      Hanoi, Vietnam
    • Year and Date
      2014-10-15 – 2014-10-17
    • Related Report
      2014 Research-status Report
  • [Presentation] 筑波大学におけるハニーポットを用いた不適切なSSHアクセスの収集とその解析2014

    • Author(s)
      佐藤聡, 小川智也, 新城靖, 吉田健一
    • Organizer
      情報処理学会研究報告. CSEC, [コンピュータセキュリティ],
    • Place of Presentation
      ホルトホール大分(大分県大分市)
    • Year and Date
      2014-05-22
    • Related Report
      2014 Research-status Report
  • [Presentation] A Combined Pseudo-dynamic Approach for Off-line Writer Verification2013

    • Author(s)
      Manabu Okawa, Kenichi Yoshida
    • Organizer
      情報処理学会論文誌
    • Place of Presentation
      The campus of Todaiji Temple (Nara, Japan)
    • Related Report
      2013 Research-status Report
  • [Presentation] MEMORY MANAGEMENT FOR BIG DATA MINING -- CACHE HIT RATE ESTIMATION OF LESSFU2013

    • Author(s)
      Kenichi Yoshida
    • Organizer
      Proc. of Conference on Electronics Telecommunications and Computers (CETC 2013)
    • Place of Presentation
      Instituto Superior de Engenharia de Lisboa (Lisbon, Portugal)
    • Related Report
      2013 Research-status Report
  • [Presentation] Cardinality in Big Data -- Examples in L3&L7 Network --2013

    • Author(s)
      Takeshi Mitamura, Kenichi Yoshida
    • Organizer
      IA Workshop 2013
    • Place of Presentation
      Konkuk University, Seoul, Korea
    • Related Report
      2013 Research-status Report
    • Invited

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Published: 2014-07-25   Modified: 2019-07-29  

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