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Study of selection of method and suggestion of new method considering attribute of multi-mode multi-way data and asymmetry data

Research Project

Project/Area Number 25730019
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeMulti-year Fund
Research Field Statistical science
Research InstitutionTokyo Metropolitan University

Principal Investigator

Nakayama Atsuho  首都大学東京, 社会(科)学研究科, 准教授 (60434198)

Project Period (FY) 2013-04-01 – 2016-03-31
Project Status Completed (Fiscal Year 2015)
Budget Amount *help
¥4,160,000 (Direct Cost: ¥3,200,000、Indirect Cost: ¥960,000)
Fiscal Year 2015: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Fiscal Year 2014: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Fiscal Year 2013: ¥1,690,000 (Direct Cost: ¥1,300,000、Indirect Cost: ¥390,000)
Keywords単相多元データ / 非対称データ / 多次元尺度構成法 / 対数線形モデル / 多相多元データ / クラスタリング / 非負行列因子分解 / 多元データ / スパースデータ / 補完類似度 / 多変量解析
Outline of Final Research Achievements

testNeeds for the analysis of data with complex structure and form that consist of a lot of information in many fields have increased. The models that can appropriately analyze the attribute of these data would have been requested. The models to appropriately analyze the data considering the structure and the form have been proposed. However, these models have yet to become widely used and there are no criteria to select the analysis that is appropriate for the structure and form of data. In this study, we proposed the framework of the selection of the appropriate model and the new model to analyze multi-way multi-mode data asymmetric data considering the attribute of the structure and form of the data.

Report

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

    (15 results)

All 2015 2014 2013

All Journal Article (6 results) (of which Peer Reviewed: 4 results,  Acknowledgement Compliant: 2 results) Presentation (9 results) (of which Int'l Joint Research: 2 results,  Invited: 2 results)

  • [Journal Article] マーケティングにおけるSNS上のテキスト・データ活用の可能性と限界2015

    • Author(s)
      鶴見裕之・増田純也・中山厚穂
    • Journal Title

      マーケティング・ジャーナル

      Volume: 35(2) Pages: 38-54

    • NAID

      130007841615

    • Related Report
      2015 Annual Research Report
  • [Journal Article] Evaluating the Necessity of aTriadic Distance Model2015

    • Author(s)
      Atsuho Nakayama
    • Journal Title

      Proceedings of econd European Conference on Data Analysis (ECDA), Springe

      Volume: 印刷中

    • Related Report
      2014 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] 製品時系列を考慮したTwitter上のトピック分類2015

    • Author(s)
      中山厚穂・増田純也・ 鶴見裕之
    • Journal Title

      データ分析の理論と応用

      Volume: 4 Pages: 17-41

    • NAID

      130007828149

    • Related Report
      2014 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] A Symmetry Test for One-Mode Three-Way Proximity Data2013

    • Author(s)
      Nakayama, A. Tsurumi, H., and Okada, A.
    • Journal Title

      German-Japanese Interchange of Data Analysis Results

      Volume: - Pages: 125-134

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] Analysis of Conditional and Marginal Association in One-Mode Three-way Proximity Data2013

    • Author(s)
      Nakayama, A.
    • Journal Title

      German-Japanese Interchange of Data Analysis Results

      Volume: - Pages: 135-146

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] 誌上ゼミナール テキストマイニング(3)流通業・製造業のためのテキスト・データ活用2013

    • Author(s)
      鶴見裕之・中山厚穂・小木しのぶ
    • Journal Title

      流通情報

      Volume: 45(1) Pages: 82-95

    • NAID

      40019750772

    • Related Report
      2013 Research-status Report
  • [Presentation] Classification and Prediction of Topics on Social Media considering Temporal Variation2015

    • Author(s)
      Nakayama, A.
    • Organizer
      The 9th Conference of the Asian Regional Section of the IASC
    • Place of Presentation
      Singapore (Singapore)
    • Year and Date
      2015-12-17
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] The Classification and Visualization of Twitter Trending Topics Considering Time Series Variation2015

    • Author(s)
      Nakayama, A.
    • Organizer
      (201The 2015 Conference of the International Federation of Classification Societies
    • Place of Presentation
      Bologna (Italy)
    • Year and Date
      2015-07-07
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Webコミュニケーション・データを活用した消費者理解2015

    • Author(s)
      鶴見裕之・増田純也・中山厚穂
    • Organizer
      日本マーケティング・サイエンス学会第97回研究大会
    • Place of Presentation
      大阪府立大学 (大阪府・堺市)
    • Year and Date
      2015-06-14
    • Related Report
      2015 Annual Research Report
  • [Presentation] 大規模データのクラスタリング2014

    • Author(s)
      出口慎二・中山厚穂・高崎祐哉
    • Organizer
      日本行動計量学会第42回大会
    • Place of Presentation
      東北大学(宮城県仙台市)
    • Year and Date
      2014-09-08
    • Related Report
      2014 Research-status Report
  • [Presentation] Evaluating the Necessity of aTriadic Distance Model2014

    • Author(s)
      Atsuho Nakayama
    • Organizer
      Second European Conference on Data Analysis (ECDA),
    • Place of Presentation
      Jacobs University Bremen, Germany
    • Year and Date
      2014-07-03
    • Related Report
      2014 Research-status Report
  • [Presentation] Classification of Topics on Twitter in Consideration of Time Series Variation2013

    • Author(s)
      Nakayama, A., Tsurumi, H., and Masuda, J.
    • Organizer
      The 2013 conference of the International Federation of Classification Societies (IFCS)
    • Place of Presentation
      Tilburg University, Netherland
    • Related Report
      2013 Research-status Report
  • [Presentation] 製品時系列にともなう出現単語変化に注目したTwitter上のトピック分類2013

    • Author(s)
      中山厚穂・鶴見裕之・増田純也
    • Organizer
      日本行動計量学会第41回大会
    • Place of Presentation
      東邦大学
    • Related Report
      2013 Research-status Report
  • [Presentation] Twitter上の書き込みデータを活用した販売実績データ分析2013

    • Author(s)
      鶴見裕之・増田純也・中山厚穂
    • Organizer
      マーケティング・サイエンス学会93回大会
    • Place of Presentation
      長崎大学
    • Related Report
      2013 Research-status Report
  • [Presentation] Webコミュにケーションとマスコミュニケーションを加味した販売実績データの分析2013

    • Author(s)
      鶴見裕之・増田純也・中山厚穂
    • Organizer
      日本行動計量学会第41回大会
    • Place of Presentation
      東邦大学
    • Related Report
      2013 Research-status Report

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

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