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Factor Analysis of the Motivation Formation Process for Exercise using Bayesian Statistical Modeling

Research Project

Project/Area Number 19K11610
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Review Section Basic Section 59030:Physical education, and physical and health education-related
Research InstitutionOsaka Electro-Communication University

Principal Investigator

HORII Daisuke  大阪電気通信大学, 共通教育機構, 准教授 (20340424)

Project Period (FY) 2019-04-01 – 2023-03-31
Project Status Completed (Fiscal Year 2022)
Budget Amount *help
¥4,290,000 (Direct Cost: ¥3,300,000、Indirect Cost: ¥990,000)
Fiscal Year 2021: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Fiscal Year 2020: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Fiscal Year 2019: ¥1,950,000 (Direct Cost: ¥1,500,000、Indirect Cost: ¥450,000)
Keywords運動 / 動機づけ / 基本的心理欲求 / 自己決定理論 / トピックモデル / ベイズ推定 / 運動意欲 / 運動経験 / LDA
Outline of Research at the Start

本研究は運動意欲の形成過程について,ベイズ統計モデリングによって生成メカニズムを記述し,それを用いた推論や予測を行うことを目的としている.
この目的達成のために3つの研究課題を設け,その意義を社会に発信していくものである.
1)トピックモデルを用いて運動意欲の形成要因を探り,発達的観点から考察すること.
2)ベイズ推定によって運動意欲の形成モデルを構築し,各要因の影響度を予測すること.
3)プログラミング言語を用いたベイズ統計モデリングによって,運動意欲の形成モデルの透明性と再生可能性を高めること.

Outline of Final Research Achievements

The analysis of the formation process of motivation to exercise uses the Bayesian statistical modeling. Therefore, the psychological approach to support strategies and intervention actions leading to exercise practice should start with the recognition of the importance of exercise and sports. Thus, it is important to increase and maintain their motivation. In relation to goal setting and routine creation to achieve this, it is important to devise ways to obtain positive experiences through socializing with surrounding peers. An environment in which autonomous support from others can be expected during physical activity at schools and sports clubs is also important.

Academic Significance and Societal Importance of the Research Achievements

本研究はベイズ統計モデリングによる確率モデルを使ってデータ生成メカニズムを記述し,それを用いて運動意欲の形成過程に関する推論や予測を行うことを目的とした。この手法を身体運動科学分野に持ち込み,現実で起こりうる行動を心理学理論で予測していくという研究デザインは,新たな研究の方向性を切り拓いていくものである。多様な要因に関連している運動意欲について,不完全なデータやモデルの不確実性も考慮できたことは意義があったと考えられる。

Report

(5 results)
  • 2022 Annual Research Report   Final Research Report ( PDF )
  • 2021 Research-status Report
  • 2020 Research-status Report
  • 2019 Research-status Report
  • Research Products

    (8 results)

All 2022 2021 2020 2019

All Journal Article (2 results) (of which Open Access: 2 results,  Peer Reviewed: 1 results) Presentation (6 results) (of which Int'l Joint Research: 4 results)

  • [Journal Article] Global research trends in physical activity and motivation2021

    • Author(s)
      堀井大輔 ; 杉山 佳生
    • Journal Title

      健康科学

      Volume: 43 Pages: 51-61

    • DOI

      10.15017/4372014

    • NAID

      120006998826

    • Year and Date
      2021-03-25
    • Related Report
      2021 Research-status Report
    • Open Access
  • [Journal Article] トピックモデルによる大学生の運動実践に関する研究(1)2020

    • Author(s)
      堀井大輔、金田啓稔
    • Journal Title

      人間科学研究

      Volume: 22

    • Related Report
      2019 Research-status Report
    • Peer Reviewed / Open Access
  • [Presentation] 身体活動に対する動機づけ要因に関する研究―トピックモデル分析―2022

    • Author(s)
      堀井大輔,金田啓稔,杉山佳生.
    • Organizer
      日本スポーツ心理学会第49回大会
    • Related Report
      2022 Annual Research Report
  • [Presentation] A Bayesian analysis of the physical activity and psychological factors affecting physical exercise habit.2021

    • Author(s)
      Daisuke Horii, Yoshio Sugiyama, and Hiratoshi Kaneda
    • Organizer
      The 26th Annual Congress of the European College of Sport Science
    • Related Report
      2021 Research-status Report
    • Int'l Joint Research
  • [Presentation] A Bayesian Analysis of Goal Orientation Affecting Flow States during Physical Exercise.2021

    • Author(s)
      Daisuke Horii, Yoshio Sugiyama, Hiratoshi Kaneda, and Enji Okuda
    • Organizer
      ISSP 15th World Congress TAIPEI, The International Society of Sport Psychology
    • Related Report
      2021 Research-status Report
    • Int'l Joint Research
  • [Presentation] Motivating factors for exercise using topic models among college students2020

    • Author(s)
      Horii D., Sugiyama Y.
    • Organizer
      25TH ECSS ANNIVERSARY CONGRESS OCTOBER
    • Related Report
      2020 Research-status Report
    • Int'l Joint Research
  • [Presentation] A Bayesian analysis of the factors affecting exercise motivation in college students2020

    • Author(s)
      Horii D., Sugiyama Y., Okuda E., Kaneda H.
    • Organizer
      The 2020 Yokohama Sport Conference
    • Related Report
      2020 Research-status Report
    • Int'l Joint Research
  • [Presentation] 大学生の運動意欲形成に関する研究 ~トピックモデルを用いた要因分析~2019

    • Author(s)
      堀井大輔、杉山佳生、金田啓稔
    • Organizer
      日本体育学会
    • Related Report
      2019 Research-status Report

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Published: 2019-04-18   Modified: 2024-01-30  

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