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Research on Knowledge Discovery on Documents in Spatiotemporal Document Streams

Research Project

Project/Area Number 23700124
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeMulti-year Fund
Research Field Media informatics/Database
Research InstitutionHiroshima City University

Principal Investigator

TAMURA Keiichi  広島市立大学, 情報科学研究科, 准教授 (80347616)

Project Period (FY) 2011 – 2012
Project Status Completed (Fiscal Year 2012)
Budget Amount *help
¥3,770,000 (Direct Cost: ¥2,900,000、Indirect Cost: ¥870,000)
Fiscal Year 2012: ¥2,340,000 (Direct Cost: ¥1,800,000、Indirect Cost: ¥540,000)
Fiscal Year 2011: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Keywordsテキストマイニング / 文書ストリーム / 情報検索 / ソーシャルメディア / 並列分散処理
Research Abstract

This study has developed a novel method for extracting spatiotemporal social events and hot topics in a spatiotemporal document stream. In this study, a mathematical model for spatiotemporal document stream is defined. Spatiotemporal social events and hot topics can be extracted by using the location-based burst detection algorithm. To extract bursts for topics, the clustering-based burst detection algorithm is proposed. Moreover, the parallelization method for burst detection algorithm, which is developed in this study, archives the speed-up of extracting bursts on the large-scale spatiotemporal document streams.

Report

(3 results)
  • 2012 Annual Research Report   Final Research Report ( PDF )
  • 2011 Research-status Report
  • Research Products

    (27 results)

All 2013 2012 2011

All Journal Article (12 results) (of which Peer Reviewed: 12 results) Presentation (15 results)

  • [Journal Article] CMO問題に対する改良版EOを用いた発見的解法2013

    • Author(s)
      中田章宏,田村 慶一,北上 始,高橋誉文
    • Journal Title

      情報処理学会論文誌 数理モデル化と応用

    • NAID

      110009550161

    • Related Report
      2012 Final Research Report
    • Peer Reviewed
  • [Journal Article] Distributed Modified Extremal Optimization using Island Model for Reducing Crossovers in Reconciliation Graph2013

    • Author(s)
      Keiichi Tamura,Hajime Kitakami,and Akihiro Nakada
    • Journal Title

      Engineering Letters, International Association of Engineers

      Volume: Vo l. 2 1,Issue.2 Pages: 81-88

    • URL

      http://www.engineeringletters.com/issues_v21/issue_2/EL_21_2_05.pdf

    • Related Report
      2012 Final Research Report
    • Peer Reviewed
  • [Journal Article] Parallel Processing of Burst Detection in Large-Scale Document Streams2013

    • Author(s)
      Kaishi Hirahara, Keiichi Tamura, Hajime Kitakami, and Shingo Tamura
    • Journal Title

      GSTF Journal on Computing (JoC)

      Volume: Vol.2, No.4 Pages: 7-7

    • URL

      http://dl4.globalstf.org/?wpsc-product=parallel-processing-of-burst-detection-in-large%E2%80%90scale-document-streams-and-itsperformance-evaluation

    • Related Report
      2012 Annual Research Report 2012 Final Research Report
    • Peer Reviewed
  • [Journal Article] CMO問題に対する改良版EOを用いた発見的解法2013

    • Author(s)
      中田章宏,田村慶一,北上始,高橋誉文
    • Journal Title

      情報処理学会論文誌 数理モデル化と応用

      Volume: 掲載決定済み

    • NAID

      110009550161

    • Related Report
      2012 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Distributed modified extremal optimization for reducing crossovers in reconciliation graph2013

    • Author(s)
      Keiichi Tamura, Akihiko Nakada,and Hajime Kitakami
    • Journal Title

      Lecture Notes in Engineering and Computer Science: Proceedings of The International MultiConference of Engineers and Computer Scientists 2013

      Pages: 1-6

    • Related Report
      2012 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Parallel processing for stepwise generalisation method on multi-core PC cluster,Special Issue on "Advanced Soft Computing Methodologies and Applications in Web Intelligences,"2012

    • Author(s)
      Yagi Shinpei, Keiichi Tamura,and Hajime Kitakami
    • Journal Title

      International Journal of Knowledge and Web Intelligence (IJKWI),Inderscience Publishers

      Volume: Vo l. 3,No. 2 Pages: 88-109

    • Related Report
      2012 Final Research Report
    • Peer Reviewed
  • [Journal Article] Parallel Processing for Stepwise Generalization Method on Multi-Core PC Cluster2012

    • Author(s)
      Yagi Shinpei、 Keiichi Tamura、and Hajime Kitakami
    • Journal Title

      Special Issue on "Advanced Soft Computing Methodologies and Applications in Web Intelligences、"International Journal of Knowledge and Web Intelligence (IJKWI) Inderscience Publishers

      Volume: Vol. 3、 No. 2 Issue: 2 Pages: 88-109

    • DOI

      10.1504/ijkwi.2012.050282

    • Related Report
      2012 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Location-Based Burst Detection Algorithm in Spatiotemporal Document Stream2012

    • Author(s)
      Keiichi Tamura, and Hajime Kitakami
    • Journal Title

      Proceedings of The 2012 International Conference on Data Mining (DMIN12)

      Pages: 195-201

    • Related Report
      2012 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Parallel Processing of Burst Detection in Large-Scale Document Streams2012

    • Author(s)
      Kaishi Hirahara, Keiichi Tamura, Hajime Kitakami, and Shingo Tamura
    • Journal Title

      Proceedings of 3rd Annual International Conference on Advances in Distributed and Parallel Computing

      Pages: 60-65

    • Related Report
      2012 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Optimal Protein Structure alignment using Modified Extremal Optimization2012

    • Author(s)
      Akihiko Nakada, Keiichi Tamura, and Hajime Kitakami
    • Journal Title

      Proceedings of The 2012 IEEE International Conference on Systems, Man,and Cybernetics (IEEE SMC 2012)

      Pages: 697-702

    • DOI

      10.1109/icsmc.2012.6377808

    • Related Report
      2012 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Clustering-based Burst-detection Algorithm for Web-image Document Stream on Social Media2012

    • Author(s)
      Shingo Tamura, Keiichi Tamura, Hajime Kitakami, and Kaishi Hirahara
    • Journal Title

      Proceedings of The 2012 IEEE International Conference on Systems, Man,and Cybernetics (IEEE SMC 2012)

      Pages: 703-708

    • DOI

      10.1109/icsmc.2012.6377809

    • Related Report
      2012 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Parallel Processing for Stepwise Generalization Method on Multi-Core PC Cluster2012

    • Author(s)
      Shinpei Yagi, Keiichi Tamura,Hajime Kitakami
    • Journal Title

      International Journal of Knowledge and Web Intelligence(IJKWI), Special Issue on Advanced Soft Computing Methodologies and Applications in Web Intelligences

      Volume: 未定

    • Related Report
      2011 Research-status Report
    • Peer Reviewed
  • [Presentation] Parallel Processing of Approximate Sequence matching using Disk-based Suffix Tree on Multi-core CPU2013

    • Author(s)
      Yosuke Watanuki,Keiichi Tamura,Hajime Kitakami,Yoshifumi Takahashi
    • Organizer
      2013 IEEE 6th International Workshop on Computational Intelligence and Applications (IWCIA)
    • Place of Presentation
      Hiroshima City University
    • Year and Date
      2013-07-13
    • Related Report
      2012 Final Research Report
  • [Presentation] Location-based Burst Detection Algorithm for Georeferenced Document Streams based on User's Moving Direction2013

    • Author(s)
      Tomoki Matsui,Keiichi Tamura,and Hajime Kitakami
    • Organizer
      2013 IEEE 6th International Workshop on Computational Intelligence and Applications (IWCIA)
    • Place of Presentation
      Hiroshima City University
    • Year and Date
      2013-07-13
    • Related Report
      2012 Final Research Report
  • [Presentation] Distributed Modified Extremal Optimization for Reducing Crossovers in Reconciliation Graph2013

    • Author(s)
      Keiichi Tamura,Hajime Kitakami,and Nakada Akihiro
    • Organizer
      The 2013 IAENG International Conference on Artificial Intelligence and Applications
    • Place of Presentation
      The Royal Garden Hotel Kowloon, Hong Kong
    • Related Report
      2012 Final Research Report
  • [Presentation] 画像付き文書データストリームにおけるバースト検出手法2012

    • Author(s)
      田村 真吾,田村 慶一,北上 始 ,平原海詞
    • Organizer
      2012 IEEE SMC Hiroshima Chapter若手研究会
    • Place of Presentation
      広島市立大学
    • Year and Date
      2012-07-14
    • Related Report
      2012 Annual Research Report 2012 Final Research Report
  • [Presentation] マルチコアCPU上における文書ストリーム上のバースト検出手法2012

    • Author(s)
      平原 海詞,田村 慶一,北 上 始 ,田 村 真吾
    • Organizer
      2012 IEEE SMC Hiroshima Chapter若手研究会
    • Place of Presentation
      広島市立大学
    • Year and Date
      2012-07-14
    • Related Report
      2012 Annual Research Report 2012 Final Research Report
  • [Presentation] マルチコアCPU上におけるサフィックス木を用いた文字列検索の並列処理2012

    • Author(s)
      綿貫 陽介,田村 慶一,北 上 始,Nguyen Phuong Bac,高 橋 誉文
    • Organizer
      2012 IEEE SMC Hiroshima Chapter若手研究会
    • Place of Presentation
      広島市立大学
    • Year and Date
      2012-07-14
    • Related Report
      2012 Annual Research Report 2012 Final Research Report
  • [Presentation] Clustering-based Burst-detection Algorithm for Web-image Document Stream on Social Media2012

    • Author(s)
      Shingo Tamura, Keiichi Tamura, Hajime Kitakami , and Kaishi Hirahara
    • Organizer
      The 2012 IEEE International Conference on Systems,Man,and Cybernetics (IEEE SMC 2012)
    • Place of Presentation
      Seoul in Korea
    • Related Report
      2012 Final Research Report
  • [Presentation] Optimal Protein Structure alignment using Modified ExtremalOptimization2012

    • Author(s)
      Akihiko Nakada, Keiichi Tamura,and Hajime Kitakami
    • Organizer
      The 2012 IEEE International Conference on Systems,Man,and Cybernetics (IEEE SMC 2012)
    • Place of Presentation
      Seoul in Korea
    • Related Report
      2012 Final Research Report
  • [Presentation] Parallel Processing of Burst Detection in Large-Scale Document Streams2012

    • Author(s)
      Kaishi Hirahara, Keiichi Tamura,,Hajime Kitakami, and Shingo Tamura
    • Organizer
      3rd Annual International Conference on Advances in Distributed and Parallel Computing
    • Place of Presentation
      Bali in Indonesia
    • Related Report
      2012 Final Research Report
  • [Presentation] Location-Based Burst Detection Algorithm in Spatiotemporal Document Stream2012

    • Author(s)
      Keiichi Tamura,and Hajime Kitakami
    • Organizer
      The 2012 International Conference on Data Mining (DMIN12)
    • Place of Presentation
      Las Vegas,NV, USA
    • Related Report
      2012 Final Research Report
  • [Presentation] Location-Based Burst Detection Algorithm in Spatiotemporal Document Stream2012

    • Author(s)
      Keiichi Tamura and Hajime Kitakami
    • Organizer
      The 2012 International Conference on Data Mining (DMIN'12)
    • Place of Presentation
      ラスベガス(米国)
    • Related Report
      2011 Research-status Report
  • [Presentation] マルチコアCPU上でのマルチプルアラインメントの並列処理2011

    • Author(s)
      平原 海詞,田村 慶一,北上 始
    • Organizer
      2011 IEEE SMC Hiroshima Chapter若手研究会
    • Place of Presentation
      広島市立大学
    • Year and Date
      2011-07-09
    • Related Report
      2012 Final Research Report
  • [Presentation] マルチコアCPU上での段階的一般化法の並列処理2011

    • Author(s)
      八木 真平, 田村 慶一, 北上 始
    • Organizer
      2011 IEEE SMC Hiroshima Chapter若手研究会
    • Place of Presentation
      広島市立大学
    • Year and Date
      2011-07-09
    • Related Report
      2012 Final Research Report
  • [Presentation] マルチコアCPU上でのマルチプルアラインメントの並列処理2011

    • Author(s)
      平原 海詞,田村 慶一,北上 始
    • Organizer
      2011 IEEE SMC Hiroshma Chapter 若手研究会
    • Place of Presentation
      広島市立大学
    • Related Report
      2011 Research-status Report
  • [Presentation] マルチコアCPU上での段階的一般化法の並列処理2011

    • Author(s)
      八木 真平,田村 慶一,北上 始
    • Organizer
      2011 IEEE SMC Hiroshma Chapter 若手研究会
    • Place of Presentation
      広島市立大学
    • Related Report
      2011 Research-status Report

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Published: 2011-08-05   Modified: 2019-07-29  

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