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Fundamentals of Data Science: Creation of DandD Instance Library

Research Project

Project/Area Number 26330048
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Statistical science
Research InstitutionKeio University

Principal Investigator

Shibata Ritei  慶應義塾大学, 理工学部(矢上), 名誉教授 (60089828)

Co-Investigator(Renkei-kenkyūsha) YOKOUCHI Daisuke  一橋大学, 国際企業戦略科, 准教授 (50407144)
Research Collaborator SHIMADZU Hideyasu  フラバラ大学, 専任講師
Thomson Peter  ニュージーランド・SRA, ディレクター
Project Period (FY) 2014-04-01 – 2017-03-31
Project Status Completed (Fiscal Year 2016)
Budget Amount *help
¥4,810,000 (Direct Cost: ¥3,700,000、Indirect Cost: ¥1,110,000)
Fiscal Year 2016: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Fiscal Year 2015: ¥1,690,000 (Direct Cost: ¥1,300,000、Indirect Cost: ¥390,000)
Fiscal Year 2014: ¥1,820,000 (Direct Cost: ¥1,400,000、Indirect Cost: ¥420,000)
KeywordsTextilePlot / DandD / R / Environment / TRAD / データサイエンス / データの変容 / データの活用 / オープンデータ / e-stat / インターデータベース / インフラストラクチャー / インターフェース / 高次元データ / 可視化 / 国際研究者交流 / イギリス
Outline of Final Research Achievements

Aiming at further development of data science, fundamentals of data science are investigated. The result is implemented as a software environment TRAD, which is
an integrated environment of TextilePlot, R and DandD(Data and Description), which is an XML instance which supports full use of variety of data scattered over internet, TextilePlot is an advanced software to visualize data as it is, and R is well known software to execute a deep data analysis. Seamless combination of such three elements enables everyone to do efficient and advanced data analysis to find a model for underlying penomena. We also created a DandD instance library based on open source data "Patient survey" conducted by Ministry of Health and Labor, Japan.

Report

(4 results)
  • 2016 Annual Research Report   Final Research Report ( PDF )
  • 2015 Research-status Report
  • 2014 Research-status Report
  • Research Products

    (13 results)

All 2016 2015 2014 Other

All Journal Article (2 results) (of which Peer Reviewed: 2 results,  Open Access: 1 results) Presentation (8 results) Book (1 results) Remarks (2 results)

  • [Journal Article] Asymptotic Distribution of Cramer-von Mises Statistic When Contamination Exists2016

    • Author(s)
      M. Naka and R. Shibata
    • Journal Title

      International Journal of Statistics and Probability

      Volume: 5 Issue: 1 Pages: 90-97

    • DOI

      10.5539/ijsp.v5n1p90

    • Related Report
      2016 Annual Research Report 2015 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] A good approximation of the Gaussian likelihood of simultaneous autoregressive model which yields us an asymptotically efficient estimate of parameters2016

    • Author(s)
      Y. Rikimaru and R. Shibata
    • Journal Title

      Journal of Statistical Planning and Inference

      Volume: 173 Pages: 31-46

    • DOI

      10.1016/j.jspi.2016.01.003

    • Related Report
      2016 Annual Research Report 2015 Research-status Report
    • Peer Reviewed
  • [Presentation] データサイエンス実践の支援環境TRAD2016

    • Author(s)
      横内大介,柴田里程
    • Organizer
      統計関連学会連合大会
    • Place of Presentation
      金沢大学(石川県・金沢市)
    • Year and Date
      2016-09-07
    • Related Report
      2016 Annual Research Report
  • [Presentation] データ解析の初期段階におけるTextilePlotの活用2016

    • Author(s)
      仲真弓,柴田里程
    • Organizer
      統計関連学会連合大会
    • Place of Presentation
      金沢大学(石川県・金沢市)
    • Year and Date
      2016-09-07
    • Related Report
      2016 Annual Research Report
  • [Presentation] フィッシャー情報量行列が特異になる場合のパラメータ推定2016

    • Author(s)
      力丸佑紀,柴田里程
    • Organizer
      統計関連学会連合大会
    • Place of Presentation
      金沢大学(石川県・金沢市)
    • Year and Date
      2016-09-06
    • Related Report
      2016 Annual Research Report
  • [Presentation] データサイエンス実践の統合支援環境 TRAD2015

    • Author(s)
      柴田里程,横内大介
    • Organizer
      統計関連学会連合大会
    • Place of Presentation
      岡山大学(岡山県・岡山市)
    • Year and Date
      2015-09-09
    • Related Report
      2015 Research-status Report
  • [Presentation] 空間斉次自己回帰モデルのフィッシャー情報量行列の正則条件2015

    • Author(s)
      力丸佑紀,柴田里程
    • Organizer
      統計関連学会連合大会
    • Place of Presentation
      岡山大学(岡山県・岡山市)
    • Year and Date
      2015-09-08
    • Related Report
      2015 Research-status Report
  • [Presentation] Robustness of Cramer-von Mises statistic under contiguous type contamination2015

    • Author(s)
      仲真弓,柴田里程
    • Organizer
      統計関連学会連合大会
    • Place of Presentation
      岡山大学(岡山県・岡山市)
    • Year and Date
      2015-09-08
    • Related Report
      2015 Research-status Report
  • [Presentation] データサイエンスの基礎:関係の関係2014

    • Author(s)
      柴田里程,竹本昂
    • Organizer
      統計関連学会連合大会
    • Place of Presentation
      東京大学本郷キャンパス(東京都,文京区)
    • Year and Date
      2014-09-14
    • Related Report
      2014 Research-status Report
  • [Presentation] 高次元可視化環境TextilePlotによるダイナミックな回帰診断2014

    • Author(s)
      仲真弓,横内大介,柴田里程
    • Organizer
      統計関連学会連合大会
    • Place of Presentation
      東京大学本郷キャンパス(東京都,文京区)
    • Year and Date
      2014-09-14
    • Related Report
      2014 Research-status Report
  • [Book] データ分析とデータサイエンス2015

    • Author(s)
      柴田里程
    • Total Pages
      260
    • Publisher
      近代科学社
    • Related Report
      2015 Research-status Report
  • [Remarks] TRAD 公開ページ

    • URL

      http://datascience.jp/TRAD.html

    • Related Report
      2016 Annual Research Report
  • [Remarks] データサイエンスコンソーシアム

    • URL

      http://datascience.jp

    • Related Report
      2015 Research-status Report

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Published: 2014-04-04   Modified: 2018-03-22  

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