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Visual analysis of Multi-valued function data via classification of singular fibers

Research Project

Project/Area Number 25540041
Research Category

Grant-in-Aid for Challenging Exploratory Research

Allocation TypeMulti-year Fund
Research Field High performance computing
Research InstitutionThe University of Tokyo

Principal Investigator

TAKAHASHI Shigeo  東京大学, 情報理工学(系)研究科, 准教授 (40292619)

Co-Investigator(Kenkyū-buntansha) SAEKI Osamu  九州大学, マス・フォア・インダストリ研究所, 教授 (30201510)
Project Period (FY) 2013-04-01 – 2015-03-31
Project Status Completed (Fiscal Year 2014)
Budget Amount *help
¥3,770,000 (Direct Cost: ¥2,900,000、Indirect Cost: ¥870,000)
Fiscal Year 2014: ¥1,820,000 (Direct Cost: ¥1,400,000、Indirect Cost: ¥420,000)
Fiscal Year 2013: ¥1,950,000 (Direct Cost: ¥1,500,000、Indirect Cost: ¥450,000)
Keywords多値関数 / 微分トポロジー / 特異ファイバー / joint contour nets / 可視化 / 特徴解析 / 数理可視化 / Joint contour nets
Outline of Final Research Achievements

This study aims at visually analyzing features of data samples taken from multi-valued functions, by tracking the topological changes in mathematical fibers that are defined to be inverse images of such multi-valued function values. The proposed approach also allows us to identify the topological types of singular fibers, which has topological changes in the corresponding inverse images. The study specifically focus on the case f: R3 -> R2 and then the case f: R2 -> R2 where the inverse image is shrunk to a single point. The computation algorithms developed in this study have been applied to several problems including mathematical visualisation that facilitates mathematicians to explore further research insights in the area of differential topology, 3D shape retreival that takes into account two scalar attribute functions, and multiple geographical field analysis through interactive visual analytics.

Report

(3 results)
  • 2014 Annual Research Report   Final Research Report ( PDF )
  • 2013 Research-status Report
  • Research Products

    (14 results)

All 2015 2014 2013 Other

All Journal Article (4 results) (of which Peer Reviewed: 4 results,  Open Access: 1 results,  Acknowledgement Compliant: 1 results) Presentation (8 results) (of which Invited: 5 results) Remarks (2 results)

  • [Journal Article] Visualizing multivariate data using singularity theory2014

    • Author(s)
      O. Saeki, S. Takahashi, D. Sakurai, Hsiang-Yun Wu, K. Kikuchi, H. Carr, D. Duke, and T. Yamamoto
    • Journal Title

      The Impact of Applications on Mathematics, Proceedings of Forum "Math-for-Industry" 2013, Mathematics-for-Industry, Springer

      Volume: 1 Pages: 51-65

    • DOI

      10.1007/978-4-431-54907-9_4

    • ISBN
      9784431549062, 9784431549079
    • Related Report
      2014 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Visual data mining based on differential topology: a survey2014

    • Author(s)
      O. Saeki and S. Takahashi
    • Journal Title

      Pacific Journal of Mathematics for Industry

      Volume: 6 Issue: 1

    • DOI

      10.1186/s40736-014-0004-y

    • NAID

      40020377786

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Visualizing Multivariate Data Using Singularity Theory2014

    • Author(s)
      O. Saeki, S. Takahashi, D. Sakurai, H.-Y. Wu, K. Kikuchi, H. Carr, D. Duke, and T. Yamamoto
    • Journal Title

      Mathematics for Industry (Springer)

      Volume: 1

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] Visual Data Mining Based on Differential Topology: A Survey2014

    • Author(s)
      O. Saeki and S. Takahashi
    • Journal Title

      Pacific Journal of Mathematics for Industry

      Volume: 1

    • NAID

      40020377786

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Presentation] 高次元データ解析における測地的 k-平均クラスタリング法の効果の検証 (学生奨励賞受賞)2015

    • Author(s)
      芦沢未菜, Hsiang-Yun Wu, 高橋成雄
    • Organizer
      情報処理学会第77回全国大会
    • Place of Presentation
      京都大学,京都,日本
    • Year and Date
      2015-03-17 – 2015-03-19
    • Related Report
      2014 Annual Research Report
  • [Presentation] 相互情報量による視点位置の定量的評価 (学生奨励賞)2015

    • Author(s)
      大高悠希, Hsiang-Yun Wu, 高橋成雄
    • Organizer
      情報処理学会第77回全国大会
    • Place of Presentation
      京都大学,京都,日本
    • Year and Date
      2015-03-17 – 2015-03-19
    • Related Report
      2014 Annual Research Report
  • [Presentation] Singular fibers and data visualization,2014

    • Author(s)
      Osamu Saeki
    • Organizer
      可微分写像の特異点論とその応用
    • Place of Presentation
      京都大学数理解析研究所,京都,日本
    • Year and Date
      2014-12-04
    • Related Report
      2014 Annual Research Report
    • Invited
  • [Presentation] やわらかい幾何学、トポロジーでデータ構造を解析する,2014

    • Author(s)
      佐伯 修
    • Organizer
      九州大学テクノロジーフォーラム2014,セッションII
    • Place of Presentation
      東京国際フォーラム,東京,日本
    • Year and Date
      2014-12-03
    • Related Report
      2014 Annual Research Report
    • Invited
  • [Presentation] Singular fibers and visualization of multivariate data2014

    • Author(s)
      Osamu Saeki
    • Organizer
      13th International Workshop on Real and Complex Singularities
    • Place of Presentation
      ICMC, University of Sao Paulo, Brazil
    • Year and Date
      2014-08-01
    • Related Report
      2014 Annual Research Report
    • Invited
  • [Presentation] Visualizing multivariate data using singularity theory2014

    • Author(s)
      Osamu Saeki
    • Organizer
      Visiting Lecture at Center for Advanced Studies
    • Place of Presentation
      Warsaw University of Technology, Poland
    • Year and Date
      2014-04-01
    • Related Report
      2014 Annual Research Report
    • Invited
  • [Presentation] 多値関数に関するトポロジー記述子を用いた3次元形状検索2014

    • Author(s)
      菊池 景介,櫻井 大督,H.-Y. Wu,佐伯 修,高橋 成雄
    • Organizer
      情報処理学会第76回全国大会
    • Place of Presentation
      東京電機大学,足立区,東京
    • Related Report
      2013 Research-status Report
  • [Presentation] Visualizing Multivariate Data Using Singularity Theory2013

    • Author(s)
      O. Saeki
    • Organizer
      Forum "Math-for-Industry" 2013 -The Impact of Applications on Mathematics-
    • Place of Presentation
      Nishijin Plaza, Fukuoka, Japan
    • Related Report
      2013 Research-status Report
    • Invited
  • [Remarks] 高橋成雄研究室ウェブページ

    • URL

      http://www.tak-lab.org

    • Related Report
      2014 Annual Research Report
  • [Remarks] 高橋研究室ホームページ

    • URL

      http://www.tak-lab.org/

    • Related Report
      2013 Research-status Report

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Published: 2014-07-25   Modified: 2019-07-29  

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