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Research on estimation of underlying distribution in categorical data analysis

Research Project

Project/Area Number 17K14240
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeMulti-year Fund
Research Field Foundations of mathematics/Applied mathematics
Research InstitutionNihon University (2018)
Tokyo University of Science (2017)

Principal Investigator

Iki Kiyotaka  日本大学, 経済学部, 講師 (30711593)

Project Period (FY) 2017-04-01 – 2019-03-31
Project Status Completed (Fiscal Year 2018)
Budget Amount *help
¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Fiscal Year 2018: ¥650,000 (Direct Cost: ¥500,000、Indirect Cost: ¥150,000)
Fiscal Year 2017: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Keywords正方分割表 / 潜在分布 / 対称性 / 確率密度関数 / 統計数学 / 応用数学
Outline of Final Research Achievements

When bivariate log-normal distribution is assumed as the underlying distribution, we proposed a model that fits well. We also show the decomposition theorem of the symmetric model using the proposed model. Furthermore, it was possible to show through simulation that under what conditions the proposed model is good. Other than this, although it can not be called direct research results, a total of seven papers have been accepted and published in peer-reviewed journals in the process of working on the research.

Academic Significance and Societal Importance of the Research Achievements

連続型の変数を、いくつかの切断点を設けて離散型の変数に変換し解析を行うことは、医学や経済学など様々な分野で行われているが、潜在分布に焦点を当てた研究はこれまで数少なかった。本研究で得られた成果をそれらの分野のデータに対して適用することで、これまでより詳細な解析が可能となる。

Report

(3 results)
  • 2018 Annual Research Report   Final Research Report ( PDF )
  • 2017 Research-status Report
  • Research Products

    (20 results)

All 2019 2018 2017

All Journal Article (7 results) (of which Peer Reviewed: 7 results,  Open Access: 6 results) Presentation (13 results) (of which Invited: 1 results)

  • [Journal Article] Decomposition of Parsimonious Independence Model Using Pearson, Kendall and Spearman's Correlations for Two-Way Contingency Tables.2018

    • Author(s)
      Iki, K., Sato, S. and Tomizawa, S.
    • Journal Title

      International Journal of Statistics and Probability.

      Volume: 7 Issue: 3 Pages: 105-111

    • DOI

      10.5539/ijsp.v7n3p105

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Log-normal distribution type symmetry model for square contingency tables with ordered categories.2018

    • Author(s)
      Iki, K. and Tomizawa, S.
    • Journal Title

      Austrian Journal of Statistics.

      Volume: 47 Issue: 3 Pages: 39-48

    • DOI

      10.17713/ajs.v47i3.701

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Measure of departure from symmetry using cumulative probability for sqaure contingency tables with ordered categories.2018

    • Author(s)
      Iki, K. and Tomizawa, S.
    • Journal Title

      Advances and Applications in Statistics.

      Volume: 52 Issue: 6 Pages: 401-412

    • DOI

      10.17654/as052060401

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Decomposition of diamond model for square contingency tables with ordered categories.2018

    • Author(s)
      Iki, K.
    • Journal Title

      SUT Journal of Mathematics.

      Volume: 54 Pages: 99-107

    • NAID

      120006732562

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Journal Article] An Extended Bivariate T-Distribution Type Symmetry Model for Square Contingency Tables2018

    • Author(s)
      Kiyotaka Iki, Masayuki Okada and Sadao Tomizawa
    • Journal Title

      Open Journal of Statistics

      Volume: 8 Issue: 02 Pages: 249-257

    • DOI

      10.4236/ojs.2018.82015

    • Related Report
      2017 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Double Symmetric Multivariate Density Function and its Decomposition2018

    • Author(s)
      Kiyotaka Iki and Sadao Tomizawa
    • Journal Title

      Journal of Statistics Applications and Probability

      Volume: 7 Issue: 1 Pages: 1-8

    • DOI

      10.18576/jsap/070101

    • Related Report
      2017 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Improved Estimator of Measure for Marginal Homogeneity using Marginal Odds in Square Contingency Tables2017

    • Author(s)
      Kiyotaka Iki and Sadao Tomizawa
    • Journal Title

      Journal of Advanced Statistics

      Volume: 2 Issue: 2 Pages: 71-77

    • DOI

      10.22606/jas.2017.22001

    • Related Report
      2017 Research-status Report
    • Peer Reviewed / Open Access
  • [Presentation] R×C分割表における周辺点対称モデルに対する尺度2019

    • Author(s)
      齋藤健, 生亀清貴, 石井晶, 富澤貞男.
    • Organizer
      日本統計学会
    • Related Report
      2018 Annual Research Report
  • [Presentation] 正方分割表における潜在分布に基づく対称性のモデル2019

    • Author(s)
      生亀清貴
    • Organizer
      日本数学会
    • Related Report
      2018 Annual Research Report
    • Invited
  • [Presentation] 多元分割表における補対数対数変換に基づく周辺非同等性について2019

    • Author(s)
      篠田覚, 田畑耕治, 生亀清貴, 富澤貞男
    • Organizer
      日本数学会
    • Related Report
      2018 Annual Research Report
  • [Presentation] 多元分割表におけるモーメント対称モデルと周辺対称モデルの分解2019

    • Author(s)
      吉本拓矢, 田畑耕治, 生亀清貴, 富澤貞男
    • Organizer
      日本数学会
    • Related Report
      2018 Annual Research Report
  • [Presentation] 二元分割表における既知のスコアを用いた倹約な独立モデルの直交分解2018

    • Author(s)
      佐藤駿 生亀清貴 富澤貞男
    • Organizer
      日本統計学会
    • Related Report
      2017 Research-status Report
  • [Presentation] 正方分割表における併合した3 3 表を用いた点対称性からの隔たりを測る尺度2018

    • Author(s)
      池澤友哉 生亀清貴 山本紘司 富澤貞男
    • Organizer
      日本数学会
    • Related Report
      2017 Research-status Report
  • [Presentation] 正方分割表における共分散対称モデ ルと対称モデルの分解2018

    • Author(s)
      吉本拓矢 田畑耕治 生亀清貴 富澤貞男
    • Organizer
      日本数学会
    • Related Report
      2017 Research-status Report
  • [Presentation] 正方分割表における累積周辺確率を 用いた周辺同等モデルからの隔たりを測るベクトル尺度2018

    • Author(s)
      竹内貴志 安藤宗司 生亀清貴 富澤貞男
    • Organizer
      応用統計学会
    • Related Report
      2017 Research-status Report
  • [Presentation] Covariance symmetry model and decomposition of symmetry for square contingency table2018

    • Author(s)
      吉本拓矢 田畑耕治 生亀清貴 富澤貞男
    • Organizer
      応用統計学会
    • Related Report
      2017 Research-status Report
  • [Presentation] Directional measure for marginal homogeneity in square contingency tables2017

    • Author(s)
      中野弘 生亀清貴 富澤貞男
    • Organizer
      統計関連学会連合大会
    • Related Report
      2017 Research-status Report
  • [Presentation] 二元分割表における周辺点対称性に関する方向付き尺度2017

    • Author(s)
      生亀清貴
    • Organizer
      統計関連学会連合大会
    • Related Report
      2017 Research-status Report
  • [Presentation] 順序カテゴリ正方分割表におけるダイヤモンドモデルの分解2017

    • Author(s)
      生亀清貴
    • Organizer
      日本数学会
    • Related Report
      2017 Research-status Report
  • [Presentation] Measure of departure from marginal average point-symmetry for two-way contingency tables2017

    • Author(s)
      Kiyotaka Iki
    • Organizer
      10th Conference of the IASC-ARS/68th Annual NZSA Conference
    • Related Report
      2017 Research-status Report

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Published: 2017-04-28   Modified: 2020-03-30  

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