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2011 Fiscal Year Final Research Report

Mathematical approach for reference data analysis

Research Project

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Project/Area Number 21500284
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field Statistical science
Research InstitutionDoshisha University

Principal Investigator

YADOHISA Hiroshi  同志社大学, 文化情報学部, 教授 (50244223)

Co-Investigator(Kenkyū-buntansha) HATANO Kenji  同志社大学, 文化情報学部, 准教授 (80314532)
Project Period (FY) 2009 – 2011
Keywordsクラスター分析 / 多次元尺度構成法 / シンボリックデータ / 大規模複雑データ
Research Abstract

In this study, we categorized various types of existing methods for relational data and proposed new methods for analysis of the data and evaluation of the results. As a main result, new methods for multidimensional scaling, clustering algorithm and network analysis have been proposed to deal with the large and complex data. More precisely, the large and complex data are regarded as symbolic data, which consists of multi-valued data, interval-valued data and distribution-valued data, and several methods that reduce the loss of information have been proposed based on the notion of symbolic data.

  • Research Products

    (20 results)

All 2011 2010

All Journal Article (7 results) (of which Peer Reviewed: 7 results) Presentation (11 results) Book (2 results)

  • [Journal Article] Correspondence analysis for symbolic contingency tables based on interval algebra2011

    • Author(s)
      Takagi, I. and Yadohisa, H.
    • Journal Title

      Procedia Computer Science

      Volume: 6 Pages: 352-357

    • Peer Reviewed
  • [Journal Article] Calculating query likelihoods based on web data analysis2011

    • Author(s)
      Tamura, K., Hatano, K. and Yadohisa, H.
    • Journal Title

      Intelligent Decision Technologies

      Volume: 10 Pages: 707-718

    • Peer Reviewed
  • [Journal Article] Hierarchical clustering algorithm with combined criteria for large and complex similarity data2011

    • Author(s)
      Tanioka, K. and Yadohisa, H.
    • Journal Title

      International Journal of Knowledge Engineering and Soft Data Paradigms

      Volume: 3(2) Pages: 121-131

    • Peer Reviewed
  • [Journal Article] Multidimensional scaling with the nested hypersphere model for percentile dissimilarities2011

    • Author(s)
      Terada, Y. and Yadohisa, H.
    • Journal Title

      Procedia Computer Science

      Volume: 6 Pages: 364-369

    • Peer Reviewed
  • [Journal Article] Multidimensional scaling with hyperbox model for percentile dissimilarities2011

    • Author(s)
      Terada, Y. and Yadohisa, H.
    • Journal Title

      Intelligent Decision Thechnologies

      Volume: 10 Pages: 779-788

    • Peer Reviewed
  • [Journal Article] A characterizing method of web pages based on query likelihood of neighbor pages2010

    • Author(s)
      Tamura, K., Hatano, K. and Yadohisa, H.
    • Journal Title

      Proceedings of the 5th International Conference on Digital Information Management(ICDIM 2010)

      Pages: 392-397

    • Peer Reviewed
  • [Journal Article] Non-hierarchical clustering for distribution-valued data2010

    • Author(s)
      Terada, Y. and Yadohisa, H.
    • Journal Title

      COMPSTAT 2010 : Proceedings in Computational Statistics

      Pages: 1653-1660

    • Peer Reviewed
  • [Presentation] A feature extraction method for mixed feature-type symbolic data2011

    • Author(s)
      Takagi, I. and Yadohisa H.
    • Organizer
      Joint Meeting of the Taipei International Statistical Symposium and 7th Conference of the Asian Regional Section of the IASC
    • Place of Presentation
      Taipei, Taiwan
    • Year and Date
      2011-12-17
  • [Presentation] Text mining with extraction of similar expression patterns by using signed bipartite graph2011

    • Author(s)
      Kitano, M. and Yadohisa, H.
    • Organizer
      Joint Meeting of the Taipei International Statistical Symposium and 7th Conference of the Asian Regional Section of the IASC
    • Place of Presentation
      Taipei, Taiwan
    • Year and Date
      2011-12-16
  • [Presentation] Characterization and comparison of Japan Professional Football Clubs based on attack patterns2011

    • Author(s)
      Ishii, R. Kitano, M. and Yadohisa, H.
    • Organizer
      Joint Meeting of the Korea-Japan Conference of Computational Statistics and the 25th Symposium of Japanese Society of Computational Statistics
    • Place of Presentation
      Busan, South Korea
    • Year and Date
      2011-11-12
  • [Presentation] Pitching prediction by multinomial logit model in Nippon Professional Baseball2011

    • Author(s)
      Koike, K. Abe, H. and Yadohisa, H.
    • Organizer
      Joint Meeting of the Korea-Japan Conference of Computational Statistics and the 25th Symposium of Japanese Society of Computational Statistics
    • Place of Presentation
      Busan, South Korea
    • Year and Date
      2011-11-12
  • [Presentation] Similarity measure for candlestick chart variable2011

    • Author(s)
      Yamashita, Y. and Yadohisa, H.
    • Organizer
      Joint Meeting of the Korea-Japan Conference of Computational Statistics and the 25th Symposium of Japanese Society of Computational Statistics
    • Place of Presentation
      Busan, South Korea
    • Year and Date
      2011-11-11
  • [Presentation] Measuring an equivalence of purchase intervals using a revised Gini index2011

    • Author(s)
      Abe, H., Terada, Y. and Yadohisa, H.
    • Organizer
      The 58th World Statistics Congress of the International Statistical Institute
    • Place of Presentation
      Dublin, Ireland
    • Year and Date
      2011-08-25
  • [Presentation] Principle component analysis for histogram-valued data2010

    • Author(s)
      Terada, Y. and Yadohisa, H.
    • Organizer
      The 10th China-Japan Symposium on Statistics
    • Place of Presentation
      China
    • Year and Date
      2010-10-16
  • [Presentation] Kernel methods for analyzing symbolic data2010

    • Author(s)
      Terada, Y. and Yadohisa, H.
    • Organizer
      GfKl 2010
    • Place of Presentation
      Karlsruhe, German
    • Year and Date
      2010-07-23
  • [Presentation] Visualization of asymmetric clustering result with digraph and dendrogram2010

    • Author(s)
      Saito, Y. and Yadohisa, H.
    • Organizer
      GfKl 2010
    • Place of Presentation
      Karlsruhe, German
    • Year and Date
      2010-07-22
  • [Presentation] Effect of data standardization on the result of k-means clustering2010

    • Author(s)
      Tanioka, K. and Yadohisa, H.
    • Organizer
      GfKl 2010
    • Place of Presentation
      Karlsruhe, German
    • Year and Date
      2010-07-22
  • [Presentation] Modal interval-valued dissimilarity between histogram-valued data2010

    • Author(s)
      Terada, Y. and Yadohisa, H.
    • Organizer
      3rd German-Japanese Workshop "ADVANCES IN DATA ANALYSIS AND RELATED NEW TECHNIQUES AND APPLICATIONS"
    • Place of Presentation
      Karlsruhe, German
    • Year and Date
      2010-07-20
  • [Book] 確率と統計の基礎1増補版2011

    • Author(s)
      宿久洋, 村上亨, 原恭彦
    • Publisher
      ミネルヴァ書房
  • [Book] R Commanderによるデータ解析2011

    • Author(s)
      大森崇, 阪田真己子, 宿久洋
    • Publisher
      共立出版株式会社

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Published: 2013-07-31  

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