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Development and Application of Bayesian Statistical Modeling of Social Perception and Attitudes

Research Project

Project/Area Number 15K13080
Research Category

Grant-in-Aid for Challenging Exploratory Research

Allocation TypeMulti-year Fund
Research Field Sociology
Research InstitutionKwansei Gakuin University (2018)
Osaka University of Economics (2015-2017)

Principal Investigator

ISHIDA Atsushi  関西学院大学, 社会学部, 教授 (40411772)

Project Period (FY) 2015-04-01 – 2019-03-31
Project Status Completed (Fiscal Year 2018)
Budget Amount *help
¥2,860,000 (Direct Cost: ¥2,200,000、Indirect Cost: ¥660,000)
Fiscal Year 2017: ¥650,000 (Direct Cost: ¥500,000、Indirect Cost: ¥150,000)
Fiscal Year 2016: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Fiscal Year 2015: ¥650,000 (Direct Cost: ¥500,000、Indirect Cost: ¥150,000)
Keywords数理社会学 / 計量社会学 / 社会意識 / ベイズモデル / 所得分布
Outline of Final Research Achievements

In order to clarify formation mechanism of social perception and attitudes and describe its differences among social positions, I proposed an analytical framework applying Bayesian statistical model and applied it to the empirical data analyses on income distribution image, income evaluation, and class identity. The proposed analytical framework makes it possible to construct more flexible models reflecting the theory, than the conventional framework. As a result of the analysis, it became clear how people recognize social reality and what kind of systematic bias exists there depending on their social position.

Academic Significance and Societal Importance of the Research Achievements

学術的には、ベイズモデルを応用することによって、これまでの社会意識研究に比べて、理論を反映したより柔軟なモデルを構築することができるようになった。また、フォーマル演繹モデルと量的帰納モデルとの両方にまたがる統一的なモデルを構築することによって、社会意識研究における理論・経験両面での発展に寄与することができた。
社会的には、不平等問題や再分配政策に関連する、人びとの不平等や階層についての意識形成メカニズムについて、より深い洞察が得られるようになった。

Report

(5 results)
  • 2018 Annual Research Report   Final Research Report ( PDF )
  • 2017 Research-status Report
  • 2016 Research-status Report
  • 2015 Research-status Report
  • Research Products

    (13 results)

All 2019 2018 2017 2016

All Journal Article (6 results) (of which Peer Reviewed: 3 results,  Open Access: 3 results) Presentation (7 results) (of which Int'l Joint Research: 3 results)

  • [Journal Article] Life-Is-like-a-Random-Walk Model of Class Identification2018

    • Author(s)
      Ishida, Atsushi
    • Journal Title

      理論と方法

      Volume: 33(2)

    • NAID

      130007719646

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Journal Article] A Bayesian Analysis of Income Distribution Image2018

    • Author(s)
      Ishida Atsushi
    • Journal Title

      SAGE Open

      Volume: 8 Issue: 2 Pages: 1-12

    • DOI

      10.1177/2158244018774106

    • Related Report
      2017 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Introducing A New Model of Class Identification: A Mixed Method of Mathematical Modeling and Bayesian Statistical Modeling2018

    • Author(s)
      Ishida Atsushi
    • Journal Title

      石田淳編『2015年SSM調査報告書 意識I』2015年社会階層と社会移動調査研究会

      Volume: 意識I Pages: 239-265

    • Related Report
      2017 Research-status Report
    • Open Access
  • [Journal Article] Relative deprivation as a generating mechanism of negative emotions2017

    • Author(s)
      石田 淳
    • Journal Title

      Emotion Studies

      Volume: 3 Issue: 1 Pages: 25-29

    • DOI

      10.20797/ems.3.1_25

    • NAID

      130006306901

    • ISSN
      2189-7425
    • Related Report
      2017 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] S. スタウファー――『アメリカ兵』と相対的剥奪2017

    • Author(s)
      石田淳
    • Journal Title

      社会と調査

      Volume: 18 Pages: 96-96

    • Related Report
      2016 Research-status Report
  • [Journal Article] 書評に応えて2016

    • Author(s)
      石田淳
    • Journal Title

      ソシオロジ

      Volume: 60(3) Pages: 175-179

    • NAID

      40020785239

    • Related Report
      2016 Research-status Report
  • [Presentation] 単純比較モデルによる収入評価分布の説明2019

    • Author(s)
      石田淳
    • Organizer
      第67回数理社会学会大会(於:立命館大学)
    • Related Report
      2018 Annual Research Report
  • [Presentation] Life-Is-like-a-Random-Walk Model of Class Identification2018

    • Author(s)
      Ishida, Atsushi
    • Organizer
      The 19th World Congress of the International Sociological Association, at Toronto, Canada
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Life-Is-like-a-Random-Walk Model of Class Identification2018

    • Author(s)
      石田淳
    • Organizer
      第65回数理社会学会大会
    • Related Report
      2017 Research-status Report
  • [Presentation] ベルヌイ型意識分布生成モデルの構築に向けて2017

    • Author(s)
      石田淳
    • Organizer
      第63回数理社会学会大会
    • Place of Presentation
      関西大学千里山キャンパス(大阪府吹田市)
    • Year and Date
      2017-03-14
    • Related Report
      2016 Research-status Report
  • [Presentation] A Bernoulli Model of Class Identification2017

    • Author(s)
      Ishida Atsushi
    • Organizer
      The 2nd International Workshop of ISA RC45 on Social Inequality, at Utrecht University
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] A Bayesian Model of Image of Societal Distribution2016

    • Author(s)
      Atsushi Ishida
    • Organizer
      The 3rd ISA Forum of Sociology
    • Place of Presentation
      University of Vienna, Vienna, Austria
    • Year and Date
      2016-07-10
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] ベイジアン・モデルによる所得分布イメージの分析2016

    • Author(s)
      石田淳
    • Organizer
      第61回数理社会学会大会
    • Place of Presentation
      上智大学四谷キャンパス(東京都千代田区)
    • Year and Date
      2016-03-17
    • Related Report
      2015 Research-status Report

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Published: 2015-04-16   Modified: 2020-03-30  

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