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Analysis of personality structure by new statistical techniques

Research Project

Project/Area Number 26590148
Research Category

Grant-in-Aid for Challenging Exploratory Research

Allocation TypeMulti-year Fund
Research Field Educational psychology
Research InstitutionFuture University-Hakodate

Principal Investigator

Hanada Mitsuhiko  公立はこだて未来大学, システム情報科学部, 准教授 (80323385)

Project Period (FY) 2014-04-01 – 2016-03-31
Project Status Completed (Fiscal Year 2015)
Budget Amount *help
¥2,340,000 (Direct Cost: ¥1,800,000、Indirect Cost: ¥540,000)
Fiscal Year 2015: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Fiscal Year 2014: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Keywords性格 / パーソナリティ / 独立成分分析 / 非負値行列因子分解 / 対応分析
Outline of Final Research Achievements

Personality structure was analyzed by statistical techniques in signal processing and machine learning. Analyses were conducted on data obtained by personality-trait scales or on descriptions about personality of famous people using independent component analysis. Factors or dimensions similar to big-five personality factors were obtained from these analyses. Analyses were also conducted on descriptions about familiar friends using nonnegative matrix factorization, and interpretable personality dimensions were obtained. These results show that independent component analysis and nonnegative matrix factorization are effective for analyzing personality structure.

Report

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

    (3 results)

All 2016 2015 2014

All Journal Article (1 results) (of which Peer Reviewed: 1 results,  Acknowledgement Compliant: 1 results) Presentation (2 results)

  • [Journal Article] Using Japanese onomatopoeias to explore perceptual dimensions in visual material perception2016

    • Author(s)
      Mitsuhiko Hanada
    • Journal Title

      Perception

      Volume: 45 Issue: 5 Pages: 568-587

    • DOI

      10.1177/0301006616629028

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Presentation] 記述形式による性格構造の分析 -有名人の性格に関する質問紙を用いて-2015

    • Author(s)
      花田光彦
    • Organizer
      日本心理学会第79回全国大会
    • Place of Presentation
      名古屋国際会議場(愛知県名古屋市)
    • Year and Date
      2015-09-22
    • Related Report
      2015 Annual Research Report
  • [Presentation] 独立成分分析による性格構造の分析2014

    • Author(s)
      花田光彦
    • Organizer
      日本心理学会第78回大会
    • Place of Presentation
      同志社大学今出川キャンパス(京都府京都市)
    • Year and Date
      2014-09-10
    • Related Report
      2014 Research-status Report

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Published: 2014-04-04   Modified: 2017-05-10  

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