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Development of Interactive Clustering based on Higher Order Statistics

Research Project

Project/Area Number 23300063
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypeSingle-year Grants
Section一般
Research Field Intelligent informatics
Research InstitutionCentral Research Institute of Electric Power Industry

Principal Investigator

ONODA Takashi  一般財団法人電力中央研究所, システム技術研究所, 副研究参事 (40371661)

Co-Investigator(Kenkyū-buntansha) YAMADA Seiji  国立情報学研究所, 大学共同機関等の部局等, 教授 (50220380)
Co-Investigator(Renkei-kenkyūsha) OKABE Masayuki  豊橋技術科学大学, 情報メディア基盤センター, 助教 (50362330)
Research Collaborator NISHIGAKI Takahiro  東京工業大学, 大学院知能システム科学専攻
Project Period (FY) 2011-04-01 – 2015-03-31
Project Status Completed (Fiscal Year 2014)
Budget Amount *help
¥19,240,000 (Direct Cost: ¥14,800,000、Indirect Cost: ¥4,440,000)
Fiscal Year 2014: ¥2,990,000 (Direct Cost: ¥2,300,000、Indirect Cost: ¥690,000)
Fiscal Year 2013: ¥4,940,000 (Direct Cost: ¥3,800,000、Indirect Cost: ¥1,140,000)
Fiscal Year 2012: ¥4,940,000 (Direct Cost: ¥3,800,000、Indirect Cost: ¥1,140,000)
Fiscal Year 2011: ¥6,370,000 (Direct Cost: ¥4,900,000、Indirect Cost: ¥1,470,000)
Keywordsクラスタリング / 高次統計 / 知識発見 / データマイニング / HAI
Outline of Final Research Achievements

Recently, quite many documents have overflowed on the Internet by utilization of Web news, twitter, Social Network System, and so on. In stored documents on the Internet, many documents describe about the same “topic” and this thing is a common thing. Our research proposed the Independent Semantic Analysis (ISA) which extracts the “topic” from the quite many documents. The proposed ISA can extract independent “topics” from a high order statistical point of view. It is easy to generate an abstract by using the extracted independent “topics” and group the quite many documents by using the extracted independent “topics”.

Report

(5 results)
  • 2014 Annual Research Report   Final Research Report ( PDF )
  • 2013 Annual Research Report
  • 2012 Annual Research Report
  • 2011 Annual Research Report
  • Research Products

    (24 results)

All 2015 2014 2013 2012 2011 Other

All Journal Article (15 results) (of which Peer Reviewed: 15 results,  Open Access: 1 results) Presentation (9 results)

  • [Journal Article] Peripheral Notification That Does Not Bother User's Operations by Peripheral Cognition Technology2015

    • Author(s)
      山田 誠二,森 直樹,小林 一樹
    • Journal Title

      Transactions of the Japanese Society for Artificial Intelligence

      Volume: 30 Issue: 2 Pages: 449-458

    • DOI

      10.1527/tjsai.30.449

    • NAID

      130004927390

    • ISSN
      1346-0714, 1346-8030
    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Active Sampling for Constrained Clustering2014

    • Author(s)
      Masayuki Okabe, Seiji Yamada
    • Journal Title

      Journal of Advanced Computational Intelligence and Intelligent Informatics

      Volume: Vol.18, No.2 Pages: 232-238

    • NAID

      130007673197

    • Related Report
      2013 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Interaction Design for Constraints Selection in Interactive Constrained Clustering2014

    • Author(s)
      山田 誠二,水上 淳貴,岡部 正幸
    • Journal Title

      Transactions of the Japanese Society for Artificial Intelligence

      Volume: 29 Issue: 2 Pages: 259-267

    • DOI

      10.1527/tjsai.29.259

    • NAID

      130003391335

    • ISSN
      1346-0714, 1346-8030
    • Related Report
      2013 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Comparative Analysis of Relevance for SVMs-based Interactive Document Retrieval2013

    • Author(s)
      Hiroshi Murata, Takashi Onoda,Seiji Yamada
    • Journal Title

      Journal of Advanced Computational Intelligence and Intelligent Informatics

      Volume: Vol.17,No.2 Pages: 149-156

    • Related Report
      2012 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Clustering by Learning Constraints Priorities2012

    • Author(s)
      Masayuki Okabe, Seiji Yamada
    • Journal Title

      Proceedings of the IEEE International Conference on Data Mining (ICDM 2012)

      Volume: 1 Pages: 1050-1055

    • DOI

      10.1109/icdm.2012.150

    • Related Report
      2012 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Clustering based on independent components2012

    • Author(s)
      Takahiro Nishigaki, Takashi Onoda
    • Journal Title

      Proceedings of the International Workshop on Intelligent Web Interaction 2012 (IWI 2012)

      Volume: 1 Pages: 74-78

    • Related Report
      2012 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Clustering with Extended Constraints by Co-Training2012

    • Author(s)
      Masayuki Okabe, Seiji Yamada
    • Journal Title

      Proceedings of the International Workshop on Intelligent Web Interaction 2012 (IWI 2012)

      Volume: 1 Pages: 79-82

    • Related Report
      2012 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Independent based Clustering2012

    • Author(s)
      Takahiro Nishigaki, Takashi Onoda
    • Journal Title

      Proceedings of The 6th International Conference on Soft Computing and Intelligent Systems & The 13th International Symposium on Advanced Intelligent Systems (SCIS&ISIS 2012)

      Volume: 1 Pages: 386-390

    • DOI

      10.1109/scis-isis.2012.6505162

    • Related Report
      2012 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Active Sampling for Constrained Clustering2012

    • Author(s)
      Masayuki Okabe, Seiji Yamada
    • Journal Title

      Proceedings of The 6th International Conference on Soft Computing and Intelligent Systems & The 13th International Symposium on Advanced Intelligent Systems (SCIS&ISIS 2012)

      Volume: 1 Pages: 399-402

    • DOI

      10.1109/scis-isis.2012.6505193

    • NAID

      130007673197

    • Related Report
      2012 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Iterative Clustering with Constrained Graph Cut2012

    • Author(s)
      岡部正幸,山田誠二
    • Journal Title

      Transactions of the Japanese Society for Artificial Intelligence

      Volume: 27 Issue: 3 Pages: 193-203

    • DOI

      10.1527/tjsai.27.193

    • NAID

      130001885110

    • ISSN
      1346-0714, 1346-8030
    • Related Report
      2012 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Careful Seeding Method based on Independent Components Analysis for k-means Clustering2012

    • Author(s)
      Takashi Onoda, Miho Sakai, Seiji Yamada
    • Journal Title

      Journal of Emerging Technologies in Web Intelligence

      Volume: Vol.4 Pages: 51-59

    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Graph-cut based Constrained Clustering by Grouping Relational Labels2012

    • Author(s)
      Masayuki Okabe, Seiji Yamada
    • Journal Title

      Journal of Emerging Technologies in Web Intelligence

      Volume: Vol.4 Pages: 43-50

    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] SVMを用いた対話的文書検索における適合性評価の比較分析2011

    • Author(s)
      村田博士, 小野田崇, 山田誠二
    • Journal Title

      日本知能情報ファジィ学会誌

      Volume: Vol.23 Pages: 853-862

    • NAID

      10030021667

    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Independent Component Analysis based Seeding method for k-means Clustering2011

    • Author(s)
      Takashi Onoda, Miho Sakai, Seiji Yamada
    • Journal Title

      Proceedings of the International Workshop on Intelligent Web Interaction 2011

      Pages: 122-125

    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Graph-cut based Iterative Constrained Clustering2011

    • Author(s)
      Masayuki Okabe, Seiji Yamada
    • Journal Title

      Proceedings of the International Workshop on Intelligent Web Interaction 2011

      Pages: 126-129

    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Presentation] Constrained Independent Semantic Analysis2014

    • Author(s)
      Takashi Onoda
    • Organizer
      Conference of the International Federation of Operational Research Societies
    • Place of Presentation
      Centre de Convencions Internacional de Barcelona - CCIB
    • Year and Date
      2014-07-13 – 2014-07-18
    • Related Report
      2014 Annual Research Report
  • [Presentation] 高次独立性に基づく制約付きクラスタリング2014

    • Author(s)
      西垣 貴央,小野田 崇
    • Organizer
      第28回人工知能学会全国大会
    • Place of Presentation
      ひめぎんホール
    • Year and Date
      2014-05-12 – 2014-05-15
    • Related Report
      2014 Annual Research Report
  • [Presentation] 非明示的フィードバックにより訓練データ選択を支援するインタラクションデザイン2014

    • Author(s)
      福永 度宗,山田 誠二,岡部 正幸
    • Organizer
      第28回人工知能学会全国大会
    • Place of Presentation
      ひめぎんホール
    • Year and Date
      2014-05-12 – 2014-05-15
    • Related Report
      2014 Annual Research Report
  • [Presentation] 外れ値検出に基づく対話的ファイアウォールログ分析2014

    • Author(s)
      岡部 正幸,山田 誠二
    • Organizer
      第28回人工知能学会全国大会
    • Place of Presentation
      ひめぎんホール
    • Year and Date
      2014-05-12 – 2014-05-15
    • Related Report
      2014 Annual Research Report
  • [Presentation] 高次独立性に基づくクラスタリング2012

    • Author(s)
      西垣 貴央,小野田 崇
    • Organizer
      第26回人工知能学会全国大会
    • Place of Presentation
      山口県教育会館
    • Related Report
      2012 Annual Research Report
  • [Presentation] A Clustering Method based on Independent Component Analysis2012

    • Author(s)
      Takashi Onoda
    • Organizer
      25th European Conference on Operational Research
    • Place of Presentation
      Vilnius/Lithuania
    • Related Report
      2012 Annual Research Report
  • [Presentation] データ分布の独立性に基づくクラスタリングの実験的特性分析

    • Author(s)
      西垣 貴央,小野田 崇
    • Organizer
      第27回人工知能学会全国大会
    • Place of Presentation
      富山国際会議場
    • Related Report
      2013 Annual Research Report
  • [Presentation] Uncertainty Sampling for Constrained Cluster Ensemble

    • Author(s)
      Masayuki Okabe, Seiji Yamada
    • Organizer
      In Proceedings of the 2013 Conference on Technologies and Applications of Artificial Intelligence
    • Place of Presentation
      National Chengchi University
    • Related Report
      2013 Annual Research Report
  • [Presentation] A Clustering Method based on Independent Component Analysis

    • Author(s)
      Takahiro Nishigaki, Takashi Onoda
    • Organizer
      In Proceedings of the 2013 Conference on Technologies and Applications of Artificial Intelligence
    • Place of Presentation
      National Chengchi University
    • Related Report
      2013 Annual Research Report

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Published: 2011-04-06   Modified: 2019-07-29  

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