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Mining and Forecasting of Big Time-evolving Events

Research Project

Project/Area Number 26730060
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeMulti-year Fund
Research Field Multimedia database
Research InstitutionKumamoto University

Principal Investigator

Matsubara Yasuko  熊本大学, 大学院先端科学研究部(工), 助教 (00721739)

Research Collaborator SAKURAI Yasushi  熊本大学, 先端科学研究部, 教授 (30466411)
Christos Faloutsos  Carnegie Mellon University, Dept. of Computer Science, Professor
Project Period (FY) 2014-04-01 – 2017-03-31
Project Status Completed (Fiscal Year 2016)
Budget Amount *help
¥3,770,000 (Direct Cost: ¥2,900,000、Indirect Cost: ¥870,000)
Fiscal Year 2016: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Fiscal Year 2015: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Fiscal Year 2014: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Keywordsソーシャルネットワーク / 非線形解析 / 特徴自動抽出 / テンソルデータ / 将来予測 / 大規模時系列データ / 非線形モデル
Outline of Final Research Achievements

Time-evolving event analysis is becoming of increasingly high importance, thanks to the decreasing cost of hardware and the increasing on-line processing capability. In such a situation, the most fundamental requirement is an efficient modeling and mining of event streams. This research project addresses three classes of tasks for time-evolving event analysis, namely, (1) automatic mining, (2) non-linear modeling and (3) large-scale tensor analysis. We developed powerful algorithms that provide efficient and effective mining of large-scale time evolving events.

Report

(4 results)
  • 2016 Annual Research Report   Final Research Report ( PDF )
  • 2015 Research-status Report
  • 2014 Research-status Report
  • Research Products

    (45 results)

All 2017 2016 2015 2014 Other

All Int'l Joint Research (2 results) Journal Article (8 results) (of which Int'l Joint Research: 5 results,  Peer Reviewed: 8 results,  Acknowledgement Compliant: 8 results,  Open Access: 2 results) Presentation (30 results) (of which Int'l Joint Research: 12 results,  Invited: 13 results) Remarks (4 results) Patent(Industrial Property Rights) (1 results)

  • [Int'l Joint Research] カーネギーメロン大学/バージニア工科大学(米国)

    • Related Report
      2016 Annual Research Report
  • [Int'l Joint Research] カーネギーメロン大学(米国)

    • Related Report
      2015 Research-status Report
  • [Journal Article] Non-linear Dynamics of Information Diffusion in Social Networks2017

    • Author(s)
      Yasuko Matsubara, Yasushi Sakurai, B. Aditya Prakash, Lei Li, Christos Faloutsos
    • Journal Title

      ACM Transactions on the Web (TWEB)

      Volume: 11 Issue: 2 Pages: 1-40

    • DOI

      10.1145/3057741

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] 生態系モデルに基づくオンライン活動データの非線形解析2017

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

      電気情報通信学会論文誌D

      Volume: J100-D Pages: 457-471

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] Ecosystem on the Web: non-linear mining and forecasting of co-evolving online activities2016

    • Author(s)
      Yasuko Matsubara, Yasushi Sakurai, Christos Faloutsos
    • Journal Title

      World Wide Web

      Volume: - Issue: 3 Pages: 1-27

    • DOI

      10.1007/s11280-016-0389-x

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] 大規模データストリームのリアルタイム予測2016

    • Author(s)
      松原靖子, 櫻井保志
    • Journal Title

      情報処理学会論文誌:データベース(TOD)

      Volume: 9 Pages: 32-45

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] 大規模疫病データのための非線形モデル解析2016

    • Author(s)
      松原靖子, 櫻井保志, Willem G. van Panhuis, Christos Faloutsos
    • Journal Title

      情報処理学会論文誌:データベース(TOD)

      Volume: 9 Pages: 17-31

    • NAID

      170000148326

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] 車両走行センサデータからの自動パターン検出2016

    • Author(s)
      本田崇人,松原靖子,根山亮,櫻井保志
    • Journal Title

      情報処理学会論文誌:データベース(TOD)

      Volume: 9 Pages: 1-13

    • NAID

      170000151213

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Non-linear Time-series Analysis of Social Influence2016

    • Author(s)
      T. M. Do, Y. Matsubara and Y. Sakurai
    • Journal Title

      情報処理学会論文誌:データベース(TOD)

      Volume: 24

    • NAID

      130005282159

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Int'l Joint Research / Acknowledgement Compliant
  • [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: Vol. 7, No. 2 Pages: 37-50

    • NAID

      110009799910

    • Related Report
      2014 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Presentation] Smart Analytics for Big Time-series Data (Tutorial)2017

    • Author(s)
      Y. Sakurai, Y. Matsubara, C. Faloutsos
    • Organizer
      ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD)
    • Place of Presentation
      Halifax, Nova Scotia, Canada
    • Year and Date
      2017-08-13
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Automatic and Effective Mining of Coevolving Online Activities2017

    • Author(s)
      Thinh Minh Do, Yasuko Matsubara, Yasushi Sakurai
    • Organizer
      Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD)
    • Place of Presentation
      Jeju, South Korea
    • Year and Date
      2017-05-23
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 時系列ビッグデータの特徴自動抽出とリアルタイム将来予測2017

    • Author(s)
      松原靖子
    • Organizer
      ステアラボ人工知能セミナー, 千葉工業大学
    • Place of Presentation
      千葉工業大学
    • Year and Date
      2017-04-21
    • Related Report
      2016 Annual Research Report
    • Invited
  • [Presentation] 時系列ビッグデータのリアルタイム将来予測と知的社会サービスへの展開2017

    • Author(s)
      松原靖子
    • Organizer
      電子情報通信学会総合大会
    • Place of Presentation
      名古屋
    • Year and Date
      2017-03-22
    • Related Report
      2016 Annual Research Report
    • Invited
  • [Presentation] 時系列ビッグデータのリアルタイム将来予測と知的社会サービスへの展開2017

    • Author(s)
      松原靖子
    • Organizer
      電子情報通信学会 コミュニケーションクオリティ研究専門委員会
    • Place of Presentation
      大阪大学
    • Year and Date
      2017-01-21
    • Related Report
      2016 Annual Research Report
    • Invited
  • [Presentation] 時系列ビッグデータのためのリアルタイム将来予測2016

    • Author(s)
      松原靖子
    • Organizer
      電子情報通信学会 インターネットアーキテクチャ研究専門委員会
    • Place of Presentation
      広島市立大学
    • Year and Date
      2016-12-15
    • Related Report
      2016 Annual Research Report
    • Invited
  • [Presentation] Mining and Forecasting of Big Time-series Data2016

    • Author(s)
      Y. Matsubara
    • Organizer
      日本学術振興会 第15回日米先端科学(JAFoS)シンポジウム
    • Place of Presentation
      米国
    • Year and Date
      2016-12-02
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Regime Shifts in Streams: Real-time Forecasting of Co-evolving Time Sequences2016

    • Author(s)
      Y. Matsubara, Y. Sakurai
    • Organizer
      ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD)
    • Place of Presentation
      San Francisco, California
    • Year and Date
      2016-08-13
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Non-Linear Mining of Competing Local Activities2016

    • Author(s)
      Y. Matsubara, Y. Sakurai, C. Faloutsos
    • Organizer
      International World Wide Web Conference (WWW)
    • Place of Presentation
      Montreal, Canada
    • Year and Date
      2016-04-11
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Mining Big Time-series Data on the Web (Tutorial)2016

    • Author(s)
      Y. Sakurai, Y. Matsubara, C. Faloutsos
    • Organizer
      International World Wide Web Conference (WWW)
    • Place of Presentation
      Montreal, Canada
    • Year and Date
      2016-04-11
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Non-Linear Mining of Competing Local Activities2016

    • Author(s)
      Yasuko Matsubara, Yasushi Sakurai, Christos Faloutsos
    • Organizer
      25th International World Wide Web Conference (WWW)
    • Place of Presentation
      Montreal, Canada
    • Year and Date
      2016-04-11
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] 自動パターン検出のためのストリームアルゴリズム2016

    • Author(s)
      川畑 光希, 松原 靖子, 櫻井 保志
    • Organizer
      第8回データ工学と情報マネジメントに関するフォーラム (DEIM2016)
    • Place of Presentation
      ヒルトン福岡シーホーク
    • Year and Date
      2016-02-29
    • Related Report
      2015 Research-status Report
  • [Presentation] 生態系モデルに基づくオンライン活動データの非線形解析2016

    • Author(s)
      松原 靖子, 櫻井 保志, Christos Faloutsos
    • Organizer
      第8回データ工学と情報マネジメントに関するフォーラム (DEIM2016)
    • Place of Presentation
      ヒルトン福岡シーホーク
    • Year and Date
      2016-02-29
    • Related Report
      2015 Research-status Report
  • [Presentation] 大規模疫病データのための非線形テンソル解析2016

    • Author(s)
      松原 靖子, 櫻井 保志, Willem G. van Panhuis, Christos Faloutsos
    • Organizer
      第8回データ工学と情報マネジメントに関するフォーラム (DEIM2016)
    • Place of Presentation
      ヒルトン福岡シーホーク
    • Year and Date
      2016-02-29
    • Related Report
      2015 Research-status Report
  • [Presentation] Ecosystem on the Web: Non-Linear Dynamical Systems for Co-evolving Online Activities2015

    • Author(s)
      Yasuko Matsubara
    • Organizer
      Korea-Japan Database Workshop 2015
    • Place of Presentation
      Okinawa, Japan
    • Year and Date
      2015-12-04
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research / Invited
  • [Presentation] 車両走行センサデータからの自動パターン検出2015

    • Author(s)
      本田崇人, 松原靖子, 根山亮, 櫻井保志
    • Organizer
      第8回Webとデータベースに関するフォーラム (WebDB Forum 2015)
    • Place of Presentation
      芝浦工業大学・豊洲キャンパス
    • Year and Date
      2015-11-24
    • Related Report
      2015 Research-status Report
  • [Presentation] Non-linear Time-series Analysis of Social Influence2015

    • Author(s)
      Minh Thinh Do, Yasuko Matsubara, Yasushi Sakurai
    • Organizer
      第8回Webとデータベースに関するフォーラム (WebDB Forum 2015)
    • Place of Presentation
      芝浦工業大学・豊洲キャンパス
    • Year and Date
      2015-11-24
    • Related Report
      2015 Research-status Report
  • [Presentation] FUNNEL: Automatic Mining of Spatially Coevolving Epidemics2015

    • Author(s)
      Yasuko Matsubara
    • Organizer
      Innovative Mathematical Modeling for the Analysis of Infectious Disease Data (IMAID2015)
    • Place of Presentation
      Sapporo, Japan
    • Year and Date
      2015-10-29
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research / Invited
  • [Presentation] 時系列ビッグデータのための特徴自動抽出と将来予測",2015

    • Author(s)
      松原靖子
    • Organizer
      電子情報通信学会 知的環境とセンサネットワーク研究会
    • Place of Presentation
      東京
    • Year and Date
      2015-10-28
    • Related Report
      2015 Research-status Report
    • Invited
  • [Presentation] Mining and Forecasting of Big Time-series data2015

    • Author(s)
      Yasushi Sakurai,Yasuko Matsubara, Christos Faloutsos
    • Organizer
      ACM SIGMOD Conference
    • Place of Presentation
      Melbourne, AU
    • Year and Date
      2015-05-31 – 2015-06-04
    • Related Report
      2014 Research-status Report
    • Invited
  • [Presentation] Mining and Forecasting of Big Time-series data (Tutorial)2015

    • Author(s)
      Yasushi Sakurai,Yasuko Matsubara, Christos Faloutsos
    • Organizer
      ACM SIGMOD Conference
    • Place of Presentation
      Melbourne, AU
    • Year and Date
      2015-05-31
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] The Web as a Jungle: Non-Linear Dynamical Systems for Co-evolving Online Activities2015

    • Author(s)
      Yasuko Matsubara, Yasushi Sakurai, Christos Faloutsos
    • Organizer
      24th International World Wide Web Conference (WWW)
    • Place of Presentation
      Florence, Italy
    • Year and Date
      2015-05-18 – 2015-05-22
    • Related Report
      2014 Research-status Report
  • [Presentation] he Web as a Jungle: Non-Linear Dynamical Systems for Co-evolving Online Activities2015

    • Author(s)
      Yasuko Matsubara, Yasushi Sakurai, Christos Faloutsos
    • Organizer
      24th International World Wide Web Conference (WWW)
    • Place of Presentation
      Florence, Italy
    • Year and Date
      2015-05-18
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] Mining Big Time-series Data on the Web (Tutorial)2015

    • Author(s)
      Yasushi Sakurai,Yasuko Matsubara, Christos Faloutsos
    • Organizer
      25th International World Wide Web Conference (WWW)
    • Place of Presentation
      Montreal, Canada
    • Year and Date
      2015-04-11
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] 時系列ビッグデータのための非線形解析とその応用2015

    • Author(s)
      松原靖子
    • Organizer
      情報処理学会全国大会
    • Place of Presentation
      京都大学
    • Year and Date
      2015-03-17
    • Related Report
      2014 Research-status Report
    • Invited
  • [Presentation] 大規模時系列データのための特徴自動抽出と将来予測2015

    • Author(s)
      松原靖子
    • Organizer
      電気情報通信学会総合大会
    • Place of Presentation
      立命館大学
    • Year and Date
      2015-03-12
    • Related Report
      2014 Research-status 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 Research-status Report
  • [Presentation] Revisit Behavior in Social Media: The Phoenix-R Model and Discoveries2014

    • Author(s)
      Flavio Figueiredo, Jussara M. Almeida, Yasuko Matsubara, Bruno Ribeiro, Christos Faloutsos
    • Organizer
      European Conference on Machine Learning and Principles and Practice of Knowledge Discovery (ECML/PKDD)
    • Place of Presentation
      Nancy, France
    • Year and Date
      2014-09-15 – 2014-09-19
    • Related Report
      2014 Research-status Report
  • [Presentation] FUNNEL: Automatic Mining of Spatially Coevolving Epidemics2014

    • Author(s)
      Yasuko Matsubara, Yasushi Sakurai, Willem G. van Panhuis, Christos Faloutsos
    • Organizer
      ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD)
    • Place of Presentation
      New York City, USA
    • Year and Date
      2014-08-24 – 2014-08-27
    • Related Report
      2014 Research-status 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 Research-status Report
  • [Remarks] 研究内容に関するホームページ,ソースコードの公開など

    • URL

      http://www.cs.kumamoto-u.ac.jp/~yasuko/

    • Related Report
      2016 Annual Research Report
  • [Remarks] Mining and Forecasting of Big Time-series Data

    • URL

      http://www.cs.kumamoto-u.ac.jp/~yasuko/TALKS/15-SIGMOD-tut/

    • Related Report
      2015 Research-status Report
  • [Remarks] 個人ページ

    • URL

      http://www.cs.kumamoto-u.ac.jp/~yasuko/

    • Related Report
      2014 Research-status Report
  • [Remarks] 櫻井研究室

    • URL

      http://www.dm.cs.kumamoto-u.ac.jp/sakurai_lab/

    • Related Report
      2014 Research-status Report
  • [Patent(Industrial Property Rights)] 予測装置、パラメータ集合生産方法及びプログラム2016

    • Inventor(s)
      松原靖子,櫻井保志
    • Industrial Property Rights Holder
      国立大学法人熊本大学
    • Industrial Property Rights Type
      特許
    • Industrial Property Number
      2016-138075
    • Filing Date
      2016-07-12
    • Related Report
      2016 Annual Research Report

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Published: 2014-04-04   Modified: 2022-02-16  

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