• Search Research Projects
  • Search Researchers
  • How to Use
  1. Back to previous page

Knowledge Discovery from Huge Data Ensemble by an Integration of Automatic Data Selection and Pattern Extraction

Research Project

Project/Area Number 25280085
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypePartial Multi-year Fund
Section一般
Research Field Intelligent informatics
Research InstitutionKyushu University

Principal Investigator

Suzuki Einoshin  九州大学, システム情報科学研究科(研究院, 教授 (10251638)

Project Period (FY) 2013-04-01 – 2016-03-31
Project Status Completed (Fiscal Year 2015)
Budget Amount *help
¥17,160,000 (Direct Cost: ¥13,200,000、Indirect Cost: ¥3,960,000)
Fiscal Year 2015: ¥4,160,000 (Direct Cost: ¥3,200,000、Indirect Cost: ¥960,000)
Fiscal Year 2014: ¥5,460,000 (Direct Cost: ¥4,200,000、Indirect Cost: ¥1,260,000)
Fiscal Year 2013: ¥7,540,000 (Direct Cost: ¥5,800,000、Indirect Cost: ¥1,740,000)
Keywords巨大データ集合 / 自動データ選択 / パターン抽出 / データマイニング / 巨大データ集合体
Outline of Final Research Achievements

To discover knowledge from a large number of huge data sets, we invented, developed, and implemented 4 highly novel methods that integrate automatic data selection and pattern discovery. The method that discovers cluster distribution meta-patterns exhibited high recalls and precisions under difficult conditions of high noise contamination and ambiguous and mutually overlapping cluster boundaries and was proved to be time-efficient. The method that discovers directional non-zero weight meta-patterns, which is based on multi-task classification based on sparse modeling, showed its practicability on various kinds of data including facial expression data measured with Kinect. The method that hierarchically clusters linear classifiers and the method that evaluates and discovers general classification rules each holding true in its respective data set showed their effectiveness on various synthetic and real data.

Report

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

    (38 results)

All 2016 2015 2014 2013 Other

All Journal Article (18 results) (of which Int'l Joint Research: 3 results,  Peer Reviewed: 17 results,  Acknowledgement Compliant: 14 results) Presentation (15 results) (of which Int'l Joint Research: 7 results,  Invited: 1 results) Remarks (5 results)

  • [Journal Article] Skeleton Clustering by Multi-Robot Monitoring for Fall Risk Discovery2016

    • Author(s)
      Yutaka Deguchi, Daisuke Takayama, Shigeru Takano, Vasile-Marian Scuturici, Jean-Marc Petit, Einoshin Suzuki
    • Journal Title

      Journal of Intelligent Information Systems

      Volume: TBD Issue: 1 Pages: 75-115

    • DOI

      10.1007/s10844-015-0392-1

    • NAID

      120006355659

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] Toward a Platform for Collecting, Mining, and Utilizing Behavior Data for Detecting Students with Depression Risks2015

    • Author(s)
      Einoshin Suzuki, Yutaka Deguchi, Tetsu Matsukawa, Shin Ando, Hiroaki Ogata, Masanori Sugimoto
    • Journal Title

      Proc. Eighth International Conference on Pervasive Technologies Related to Assistive Environments (PETRA 2015)

      Volume: N/A Pages: 1-8

    • DOI

      10.1145/2769493.2769538

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Visual Impression Localization of Autonomous Robots2015

    • Author(s)
      Somar Boubou, A. H. Abdul Hafez, Einoshin Suzuki
    • Journal Title

      Proc. 2015 IEEE International Conference on Automation Science and Engineering (CASE 2015)

      Volume: N/A Issue: 1 Pages: 328-334

    • DOI

      10.1007/s10844-014-0329-0

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] Continuous Query Processing over Data, Streams and Services: Application to Robotics2015

    • Author(s)
      Vasile-Marian Scuturici, Yann Gripay, Jean-Marc Petit, Yutaka Deguchi, Einoshin Suzuki
    • Journal Title

      New Trends in Databases and Information Systems (ADBIS 2015), Communications in Computer and Information Sciences (CCIS)

      Volume: 539 Pages: 36-43

    • DOI

      10.1007/978-3-319-23201-0_5

    • ISBN
      9783319232003, 9783319232010
    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] On the Feasibility of Discovering Meta-Patterns from a Data Ensemble2015

    • Author(s)
      Einoshin Suzuki
    • Journal Title

      Discovery Science (DS 2015), LNAI

      Volume: 9356 Pages: 266-274

    • DOI

      10.1007/978-3-319-24282-8_22

    • ISBN
      9783319242811, 9783319242828
    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Clustering Classifiers Learnt from Local Datasets Based on Cosine Similarity2015

    • Author(s)
      Kaikai Zhao, Einoshin Suzuki
    • Journal Title

      Foundations of Intelligent Systems (ISMIS 2015), LNCS

      Volume: 9384 Pages: 150-159

    • DOI

      10.1007/978-3-319-25252-0_16

    • ISBN
      9783319252513, 9783319252520
    • Related Report
      2015 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Hidden Fatigue Detection for a Desk Worker Using Clustering of Successive Tasks2015

    • Author(s)
      Yutaka Deguchi, Einoshin Suzuki
    • Journal Title

      Ambient Intelligence (AmI 2015), LNCS

      Volume: 9425 Pages: 263-283

    • DOI

      10.1007/978-3-319-26005-1_18

    • ISBN
      9783319260044, 9783319260051
    • Related Report
      2015 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Minimizing Response Time in Time Series Classification2015

    • Author(s)
      Shin Ando, Einoshin Suzuki
    • Journal Title

      Knowledge and Information Systems, An International Journal

      Volume: TBD Issue: 2 Pages: 449-476

    • DOI

      10.1007/s10115-015-0826-7

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Towards Facilitating the Development of a Monitoring System with Low-Cost Autonomous Mobile Robots2014

    • Author(s)
      Einoshin Suzuki, Yutaka Deguchi, Daisuke Takayama, Shigeru Takano, Vasile-Marian Scuturici, Jean-Marc Petit
    • Journal Title

      Information Search, Integration and Personalization, Communications in Computer and Information Sciences, Springer

      Volume: 421 Pages: 57-70

    • DOI

      10.1007/978-3-319-08732-0_5

    • ISBN
      9783319087313, 9783319087320
    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Multiple-Robot Monitoring System Based on a Service-Oriented DBMS2014

    • Author(s)
      Yutaka Deguchi, Daisuke Takayama, Shigeru Takano, Vasile-Marian Scuturici, Jean-Marc Petit, Einoshin Suzuki
    • Journal Title

      Proc. Seventh ACM International Conference on Pervasive Technologies Related to Assistive Environments (PETRA 2014)

      Volume: N/A Pages: 1-8

    • DOI

      10.1145/2674396.2674418

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Skeleton Clustering by Autonomous Mobile Robots for Subtle Fall Risk Discovery2014

    • Author(s)
      Yutaka Deguchi, Einoshin Suzuki
    • Journal Title

      Foundations of Intelligent Systems, LNCS (ISMIS 2014), Springer

      Volume: 8502 Pages: 500-505

    • DOI

      10.1007/978-3-319-08326-1_51

    • ISBN
      9783319083254, 9783319083261
    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Facial Expression Data Constructed with Kinect and their Clustering Stability2014

    • Author(s)
      Angdy Erna, Linli Yu, Kaikai Zhao, Wei Chen, Einoshin Suzuki
    • Journal Title

      Active Media Technology, LNCS (AMT 2014), Springer

      Volume: 8610 Pages: 421-431

    • DOI

      10.1007/978-3-319-09912-5_35

    • ISBN
      9783319099118, 9783319099125
    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] 生涯学習の人物表情分類問題における実験的評価2014

    • Author(s)
      田之上伸吾,鈴木英之進
    • Journal Title

      平成26年度(第67回)電気・情報関係学会九州支部連合大会

      Volume: N/A Pages: 372-373

    • Related Report
      2014 Annual Research Report
    • Acknowledgement Compliant
  • [Journal Article] Multi-view Onboard Clustering of Skeleton Data for Fall Risk Discovery2014

    • Author(s)
      Daisuke Takayama, Yutaka Deguchi, Shigeru Takano, Vasile-Marian Scuturici, Jean-Marc Petit, Einoshin Suzuki
    • Journal Title

      Ambient Intelligence (AmI 2014), LNCS, Springer

      Volume: 8850 Pages: 258-273

    • DOI

      10.1007/978-3-319-14112-1_21

    • ISBN
      9783319141114, 9783319141121
    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Developing a Face Monitoring Robot for a Deskworker2014

    • Author(s)
      Ryosuke Kondo, Yutaka Deguchi, Einoshin Suzuki
    • Journal Title

      Ambient Intelligence (AmI 2014), LNCS 8850, Springer

      Volume: N/A Pages: 226-241

    • DOI

      10.1007/978-3-319-14112-1_19

    • ISBN
      9783319141114, 9783319141121
    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Discriminative Learning on Exemplary Patterns of Sequential Numerical Data2014

    • Author(s)
      Shin Ando, Einoshin Suzuki
    • Journal Title

      Proc. 2014 IEEE International Conference on Data Mining (ICDM 2014)

      Volume: N/A Pages: 1-10

    • DOI

      10.1109/icdm.2014.122

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Finding Peculiar Compositions of Two Frequent Strings with Background Texts2013

    • Author(s)
      Daisuke Ikeda and Einoshin Suzuki
    • Journal Title

      Journal of Knowledge and Information Systems

      Volume: Online First Issue: 2 Pages: 499-530

    • DOI

      10.1007/s10115-013-0688-9

    • Related Report
      2013 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Ensemble anomaly detection from multi-resolution trajectory features2013

    • Author(s)
      Shin Ando, Theerasak Thanomphongphan, Yoichi Seki and Einoshin Suzuki
    • Journal Title

      Data Mining and Knowledge Discovery

      Volume: 印刷中 Issue: 1 Pages: 39-83

    • DOI

      10.1007/s10618-013-0334-x

    • Related Report
      2013 Annual Research Report
    • Peer Reviewed
  • [Presentation] Compression-Based Evaluation of a Meta-Pattern in Terms of a Belief and a Data Ensemble2016

    • Author(s)
      Einoshin Suzuki
    • Organizer
      Twelfth International Conference on Operations Research (ICOR 2016)
    • Place of Presentation
      Rivieraホテル(キューバ,ハバナ)
    • Year and Date
      2016-03-09
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Hidden Fatigue Detection for a Desk Worker Using Clustering of Successive Taskss"2015

    • Author(s)
      Yutaka Deguchi, Einoshin Suzuki
    • Organizer
      12th European Conference on Ambient Intelligence (AmI 2015)
    • Place of Presentation
      アテネ大学(ギリシャ,アテネ)
    • Year and Date
      2015-11-12
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Clustering Classifiers Learnt from Local Datasets Based on Cosine Similarity2015

    • Author(s)
      Einoshin Suzuki
    • Organizer
      22nd International Symposium on Methodologies for Intelligent Systems (ISMIS 2015)
    • Place of Presentation
      国立応用科学院リヨン校(フランス,リヨン)
    • Year and Date
      2015-10-22
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] On the Feasibility of Discovering Meta-Patterns from a Data Ensemble2015

    • Author(s)
      Einoshin Suzuki
    • Organizer
      18th International Conference on Discovery Science Discovery Science (DS 2015)
    • Place of Presentation
      Banff Park Lodge ホテル(カナダ,バンフ)
    • Year and Date
      2015-10-06
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Continuous Query Processing over Data, Streams and Services: Application to Robotics2015

    • Author(s)
      Vasile-Marian Scuturici
    • Organizer
      19th East-European Conference on Advances in Databases and Information Systems (ADBIS 2015)
    • Place of Presentation
      国立機械・航空技術高等師範学校(フランス,ポワチエ)
    • Year and Date
      2015-09-09
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Visual Impression Localization of Autonomous Robots2015

    • Author(s)
      Somar Boubou
    • Organizer
      2015 IEEE International Conference on Automation Science and Engineering (CASE 2015)
    • Place of Presentation
      Elite Park Avenue ホテル(スウェーデン,ヨーテボリ)
    • Year and Date
      2015-08-25
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Toward a Platform for Collecting, Mining, and Utilizing Behavior Data for Detecting Students with Depression Risks2015

    • Author(s)
      Einoshin Suzuki
    • Organizer
      Eighth International Conference on Pervasive Technologies Related to Assistive Environments (PETRA 2015)
    • Place of Presentation
      Corfu Holiday Palace ホテル(ギリシャ,コルフ)
    • Year and Date
      2015-07-02
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Discriminative Learning on Exemplary Patterns of Sequential Numerical Data2014

    • Author(s)
      Shin Ando
    • Organizer
      2014 IEEE International Conference on Data Mining (ICDM 2014)
    • Place of Presentation
      Shenzhen, China
    • Year and Date
      2014-12-17
    • Related Report
      2014 Annual Research Report
  • [Presentation] Developing a Face Monitoring Robot for a Deskworker2014

    • Author(s)
      Ryosuke Kondo
    • Organizer
      Fifth International Joint Conference of Ambient Intelligence (AmI 2014)
    • Place of Presentation
      Eindhoven, Netherlands
    • Year and Date
      2014-11-13
    • Related Report
      2014 Annual Research Report
  • [Presentation] Multi-view Onboard Clustering of Skeleton Data for Fall Risk Discovery", Ambient Intelligence (AmI 2014)2014

    • Author(s)
      Yutaka Deguchi
    • Organizer
      Fifth International Joint Conference of Ambient Intelligence (AmI 2014)
    • Place of Presentation
      Eindhoven, Netherlands
    • Year and Date
      2014-11-13
    • Related Report
      2014 Annual Research Report
  • [Presentation] Multi-Task Data Mining toward Automating the KDD Process2014

    • Author(s)
      Einoshin Suzuki
    • Organizer
      Sixth International Conference on Information Technology and Electrical Engineering (ICITEE 2014) + Regional Conference on Computer and Information Engineering 2014 (RCCIE 2014)
    • Place of Presentation
      Jogjakarta, Indonesia
    • Year and Date
      2014-10-08
    • Related Report
      2014 Annual Research Report
    • Invited
  • [Presentation] Facial Expression Data Constructed with Kinect and their Clustering Stability2014

    • Author(s)
      Angdy Erna
    • Organizer
      2014 International Conference on Active Media Technology (AMT 2014)
    • Place of Presentation
      Warsaw, Poland
    • Year and Date
      2014-08-11
    • Related Report
      2014 Annual Research Report
  • [Presentation] Skeleton Clustering by Autonomous Mobile Robots for Subtle Fall Risk Discovery2014

    • Author(s)
      Yutaka Deguchi
    • Organizer
      21st International Symposium on Methodologies for Intelligent Systems (ISMIS 2014)
    • Place of Presentation
      Roskilde, Denmark
    • Year and Date
      2014-06-25
    • Related Report
      2014 Annual Research Report
  • [Presentation] Multiple-Robot Monitoring System Based on a Service-Oriented DBMS2014

    • Author(s)
      Yutaka Deguchi
    • Organizer
      Seventh ACM International Conference on Pervasive Technologies Related to Assistive Environments (PETRA 2014)
    • Place of Presentation
      Rhodes Island, Greece
    • Year and Date
      2014-05-29
    • Related Report
      2014 Annual Research Report
  • [Presentation] Towards Facilitating the Development of a Monitoring System with Autonomous Mobile Robots2013

    • Author(s)
      Einoshin Suzuki
    • Organizer
      2013 International Workshop on Information Search, Integration, and Personalization (ISIP 2013)
    • Place of Presentation
      Bangkok Convention Center, Bangkok
    • Related Report
      2013 Annual Research Report
  • [Remarks] 自動データ選択とパターン抽出の統合による巨大データ集合体からの知識発見

    • URL

      http://www.i.kyushu-u.ac.jp/~suzuki/kaken1315-j.html

    • Related Report
      2015 Annual Research Report 2014 Annual Research Report
  • [Remarks] Knowledge Discovery from Huge Data Ensemble

    • URL

      http://www.i.kyushu-u.ac.jp/~suzuki/kaken1315.html

    • Related Report
      2015 Annual Research Report
  • [Remarks] Knowledge Discovery from Huge Data Ensemble by ...

    • URL

      http://www.i.kyushu-u.ac.jp/~suzuki/kaken1315.html

    • Related Report
      2014 Annual Research Report
  • [Remarks] 自動データ選択とパターン抽出の統合による巨大データ集合体からの知識発見

    • URL

      http://www.i.kyushu-u.ac.jp/~suzuki/kaken1315-j.html

    • Related Report
      2013 Annual Research Report
  • [Remarks] Knowledge Discovery from Huge Data Ensemble

    • URL

      http://www.i.kyushu-u.ac.jp/~suzuki/kaken1315.html

    • Related Report
      2013 Annual Research Report

URL: 

Published: 2013-05-21   Modified: 2019-07-29  

Information User Guide FAQ News Terms of Use Attribution of KAKENHI

Powered by NII kakenhi