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Monitoring and Forecasting of Temperature Sensor Data for Large-scale Computing Servers

Research Project

Project/Area Number 24500138
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Media informatics/Database
Research InstitutionKumamoto University (2013-2014)
NTT Communication Science Laboratories (2012)

Principal Investigator

SAKURAI Yasushi  熊本大学, 自然科学研究科, 教授 (30466411)

Co-Investigator(Kenkyū-buntansha) YOSHIKAWA Masatoshi  京都大学, 情報学研究科, 教授 (30182736)
Project Period (FY) 2012-04-01 – 2015-03-31
Project Status Completed (Fiscal Year 2014)
Budget Amount *help
¥5,330,000 (Direct Cost: ¥4,100,000、Indirect Cost: ¥1,230,000)
Fiscal Year 2014: ¥1,820,000 (Direct Cost: ¥1,400,000、Indirect Cost: ¥420,000)
Fiscal Year 2013: ¥1,950,000 (Direct Cost: ¥1,500,000、Indirect Cost: ¥450,000)
Fiscal Year 2012: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Keywordsデータマイニング / 時系列データ / センサデータ / 時系列解析 / センサデータ処理 / パターン検出 / モデル学習 / 時系列データ解析 / データストリーム / 情報予測
Outline of Final Research Achievements

We developed time-series data mining techniques to predict the future CPU temperature for data-center monitoring. Time-series data analysis is a well-known topic that has attracted huge interest in various research communities (e.g., theory, databases, data mining, networking) for a few decades. The increasing volume of online, time-stamped activity represents a vital new opportunity for data analysis, and the most fundamental requirements are the efficient and effective mining of big time-series data with high variety information. We presented three new
directions for research on time-series analysis, which include: (1) automatic mining, (2) large-scale tensor analysis, (3) non-linear modeling, and we developed efficient and effective data mining techniques.

Report

(4 results)
  • 2014 Annual Research Report   Final Research Report ( PDF )
  • 2013 Research-status Report
  • 2012 Research-status Report
  • Research Products

    (24 results)

All 2015 2014 2013 2012

All Journal Article (5 results) (of which Peer Reviewed: 5 results) Presentation (17 results) (of which Invited: 5 results) Patent(Industrial Property Rights) (2 results)

  • [Journal Article] 大規模時系列データの特徴自動抽出2014

    • Author(s)
      松原 靖子, 櫻井 保志, Christos Faloutsos
    • Journal Title

      情報処理学会論文誌:データベース

      Volume: 7 Pages: 37-50

    • NAID

      110009799910

    • Related Report
      2014 Annual Research Report 2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] 大規模 Web クリックデータのためのイベント予測2014

    • Author(s)
      松原 靖子, 櫻井 保志, Christos Faloutsos, 岩田 具治, 吉川 正俊
    • Journal Title

      電子情報通信学会論文誌D

      Volume: J97-D Pages: 822-834

    • NAID

      110009478976

    • Related Report
      2014 Annual Research Report 2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] 情報拡散過程のダイナミクス: 非線形モデルの 提案と情報予測2013

    • Author(s)
      松原 靖子, 櫻井 保志, B. Aditya Prakash, Lei Li, Christos Faloutsos
    • Journal Title

      情報処理学会論文誌:データベース

      Volume: Vol. 6, No. 5 Pages: 11-22

    • NAID

      110009478977

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] Pattern Discovery in Data Streams under the Time Warping Distance2013

    • Author(s)
      Machiko Toyoda, Yasushi Sakurai, Yoshiharu Ishikawa
    • Journal Title

      The VLDB Journal

      Volume: Vol. 22, No. 3 Issue: 3 Pages: 295-318

    • DOI

      10.1007/s00778-012-0289-3

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] Activity Recognition with Hand-worn Magnetic Sensors2013

    • Author(s)
      Takuya Maekawa, Yasue Kishino, Yasushi Sakurai, Takayuki Suyama
    • Journal Title

      ACM/Springer Personal and Ubiquitous Computing

      Volume: - Issue: 6 Pages: 1085-1094

    • DOI

      10.1007/s00779-012-0556-8

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Presentation] Mining and Forecasting of Big Time-series data2015

    • Author(s)
      Yasushi Sakurai, Yasuko Matsubara, Christos Faloutsos
    • Organizer
      ACM SIGMOD Conference (tutorial talk)
    • Place of Presentation
      Melbourne, VIC, Australia
    • Year and Date
      2015-05-31 – 2015-06-04
    • Related Report
      2014 Annual Research Report
  • [Presentation] The Web as a Jungle: Non-Linear Dynamical Systems for Co-evolving Online Activities2015

    • Author(s)
      Yasuko Matsubara, Yasushi Sakurai, Christos Faloutsos
    • Organizer
      International World Wide Web Conference (WWW)
    • Place of Presentation
      Florence, Italy
    • Year and Date
      2015-05-18 – 2015-05-22
    • Related Report
      2014 Annual Research Report
  • [Presentation] 時系列データマイニングの立場から見た近未来2015

    • Author(s)
      櫻井保志
    • Organizer
      情報処理学会全国大会
    • Place of Presentation
      京都大学吉田キャンパス
    • Year and Date
      2015-03-17 – 2015-03-19
    • Related Report
      2014 Annual Research Report
    • Invited
  • [Presentation] Fast and Exact Monitoring of Co-evolving Data Streams2014

    • Author(s)
      Yasuko Matsubara, Yasushi Sakurai, Naonori Ueda, Masatoshi Yoshikawa
    • Organizer
      IEEE International Conference on Data Mining (ICDM)
    • Place of Presentation
      Shenzhen, China
    • Year and Date
      2014-12-14 – 2014-12-17
    • Related Report
      2014 Annual Research Report
  • [Presentation] Automatic Mining of Spatially Coevolving Epidemics2014

    • Author(s)
      Yasushi Sakurai
    • Organizer
      Korea-Japan Database Workshop
    • Place of Presentation
      Gangwon, Korea
    • Year and Date
      2014-11-29 – 2014-12-02
    • Related Report
      2014 Annual Research Report
    • Invited
  • [Presentation] 時系列ビッグデータからの特徴自動抽出2014

    • Author(s)
      櫻井保志
    • Organizer
      人工知能学会 人工知能基本問題研究会
    • Place of Presentation
      大阪大学産業科学研究所
    • Year and Date
      2014-10-10
    • Related Report
      2014 Annual Research Report
    • Invited
  • [Presentation] FUNNEL: Automatic Mining of Spatially Coevolving Epidemics2014

    • Author(s)
      Yasuko Matsubara, Yasushi Sakurai, Willem G. van Panhuis, Christos Faloutsos
    • Organizer
      ACM SIGKDD Conference (KDD)
    • Place of Presentation
      New York City, USA
    • Year and Date
      2014-08-24 – 2014-08-27
    • Related Report
      2014 Annual Research Report
  • [Presentation] AutoPlait: Automatic Mining of Co-evolving Time Sequences2014

    • Author(s)
      Yasuko Matsubara, Yasushi Sakurai, Christos Faloutsos
    • Organizer
      ACM SIGMOD Conference
    • Place of Presentation
      Snowbird, Utah, USA
    • Year and Date
      2014-06-22 – 2014-06-27
    • Related Report
      2014 Annual Research Report
  • [Presentation] ビッグデータのマイニング技術と医療への応用2014

    • Author(s)
      櫻井保志
    • Organizer
      医用画像情報学会 平成 26 年度年次大会
    • Place of Presentation
      熊本大学医学部楷樹会館
    • Year and Date
      2014-05-31
    • Related Report
      2014 Annual Research Report
    • Invited
  • [Presentation] AutoPlait: Automatic Mining of Co-evolving Time Sequences2014

    • Author(s)
      Yasuko Matsubara, Yasushi Sakurai, Christos Faloutsos
    • Organizer
      ACM SIGMOD International Conference on Management of Data (SIGMOD)
    • Place of Presentation
      Snowbird, Utah, USA
    • Related Report
      2013 Research-status Report
  • [Presentation] Automatic Mining of Big Time-series Data2014

    • Author(s)
      Yasushi Sakurai
    • Organizer
      Korea-Japan International Database Workshop (KJDB)
    • Place of Presentation
      Kumamoto, Japan
    • Related Report
      2013 Research-status Report
    • Invited
  • [Presentation] F-Trail: Finding Patterns in Taxi Trajectories2013

    • Author(s)
      Yasuko Matsubara, Lei Li, Evangelos E. Papalexakis, David Lo, Yasushi Sakurai, Christos Faloutsos
    • Organizer
      Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD)
    • Place of Presentation
      Gold Coast, Australia
    • Related Report
      2013 Research-status Report
  • [Presentation] Fast Mining and Forecasting of Complex Time-Stamped Events2012

    • Author(s)
      Yasuko Matsubara, Yasushi Sakurai, Christos Faloutsos, Tomoharu Iwata, Masatoshi Yoshikawa
    • Organizer
      ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD)
    • Place of Presentation
      Beijing, China
    • Related Report
      2012 Research-status Report
  • [Presentation] Rise and Fall Patterns of Information Diffusion: Model and Implications2012

    • Author(s)
      Yasuko Matsubara, Yasushi Sakurai, B. Aditya Prakash, Lei Li, Christos Faloutsos
    • Organizer
      ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD)
    • Place of Presentation
      Beijing, China
    • Related Report
      2012 Research-status Report
  • [Presentation] Recognizing Handheld Electrical Device Usage with Hand-worn Coil of Wire2012

    • Author(s)
      Takuya Maekawa, Yasue Kishino, Yutaka Yanagisawa, Yasushi Sakurai
    • Organizer
      International Conference on Pervasive Computing (PERVASIVE)
    • Place of Presentation
      Newcastle, UK
    • Related Report
      2012 Research-status Report
  • [Presentation] Mimic Sensors: Battery-shaped Sensor Node for Detecting Electrical Events of Handheld Devices2012

    • Author(s)
      Takuya Maekawa, Yasue Kishino, Yutaka Yanagisawa, Yasushi Sakurai
    • Organizer
      International Conference on Pervasive Computing (PERVASIVE)
    • Place of Presentation
      Newcastle, UK
    • Related Report
      2012 Research-status Report
  • [Presentation] データストリームのためのマイニング技術とその応用2012

    • Author(s)
      櫻井保志
    • Organizer
      情報処理学会連続セミナー2012, 第1回ビッグデータの解析と価値発見, 招待講演
    • Place of Presentation
      東京都, 化学会館
    • Related Report
      2012 Research-status Report
  • [Patent(Industrial Property Rights)] データ更新処理装置、方法、及びプログラム2012

    • Inventor(s)
      櫻井 保志, 松原 靖子, 吉川 正俊
    • Industrial Property Rights Holder
      櫻井 保志, 松原 靖子, 吉川 正俊
    • Industrial Property Rights Type
      特許
    • Industrial Property Number
      2012-152857
    • Filing Date
      2012-07-06
    • Related Report
      2012 Research-status Report
  • [Patent(Industrial Property Rights)] 類似部分シーケンス検出装置、方法、及びプログラム2012

    • Inventor(s)
      豊田 真智子, 櫻井 保志
    • Industrial Property Rights Holder
      豊田 真智子, 櫻井 保志
    • Industrial Property Rights Type
      特許
    • Industrial Property Number
      2012-133152
    • Filing Date
      2012-06-12
    • Related Report
      2012 Research-status Report

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Published: 2013-05-31   Modified: 2019-07-29  

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