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An analysis of retail store preferences using genetic algorithm

Research Project

Project/Area Number 24656358
Research Category

Grant-in-Aid for Challenging Exploratory Research

Allocation TypeSingle-year Grants
Research Field Town planning/Architectural planning
Research InstitutionShikoku University

Principal Investigator

TSUJIOKA Suguru  四国大学, 経営情報学部, 講師 (20389159)

Project Period (FY) 2012-04-01 – 2014-03-31
Project Status Completed (Fiscal Year 2013)
Budget Amount *help
¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Fiscal Year 2013: ¥780,000 (Direct Cost: ¥600,000、Indirect Cost: ¥180,000)
Fiscal Year 2012: ¥780,000 (Direct Cost: ¥600,000、Indirect Cost: ¥180,000)
Keywords都市・地域計画 / 買物行動 / 遺伝的アルゴリズム / マイクロシミュレーション / 小売店舗立地計画支援 / 小売店舗売上予測 / 交通-店舗売上間分析 / GIS / マイクロシミュレーションアプローチ
Research Abstract

In this study, we have clarified factors to shop selection of consumers using genetic algorithm. Genetic algorithm is one kind of artificial intelligence methods and it is inspired by the evolution of a biological species. It is considered that the method can derive approximate solutions.
We simulated the shopping behavior of households using micro simulation. The simulation model has the shopping consciousness parameters. Genetic algorithm is used for estimating the parameters. The result of the simulation has a high fitness to real data.

Report

(3 results)
  • 2013 Annual Research Report   Final Research Report ( PDF )
  • 2012 Research-status Report
  • Research Products

    (7 results)

All 2014 2013 2012

All Journal Article (2 results) (of which Peer Reviewed: 2 results) Presentation (5 results)

  • [Journal Article] マイクロシミュレーションアプローチによる買物行動分析2012

    • Author(s)
      辻岡卓,渡辺公次郎,近藤光男
    • Journal Title

      都市計画論文集

      Volume: Vol.47, No.3 Pages: 295-300

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] マイクロシミュレーションアプローチによる買物行動分析2012

    • Author(s)
      辻岡卓, 渡辺公次郎, 近藤光男
    • Journal Title

      都市計画論文集

      Volume: Vol.47 No.3 Pages: 295-300

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Presentation] RELATIVE ANALYSIS OF FACTORS TO PLACE ATTACHMENT - A CASE STUDY IN TOKUSHIMA URBAN AREA2014

    • Author(s)
      Suguru TSUJIOKA, Akio KONDO, Kojiro WATANABE
    • Organizer
      10th World Congress of the RSAI(Regional Science Association International)
    • Place of Presentation
      Krungsri River Hotel in Ayutthaya, Thailand
    • Related Report
      2013 Annual Research Report
  • [Presentation] ELATIVE ANALYSIS OF TRAFFIC AND STORE PREFERENCES IN SHOPPING BEHAVIOR-CASE STUDY IN TOKUSHIMA URBAN AREA-2013

    • Author(s)
      Suguru TSUJIOKA, Akio KONDO, Kojiro WATANABE
    • Organizer
      THE 18^<th> INTERNATIONAL CONFERENCE OF HONG KONG SOCIETY FOR TRANSPORTATION STUDIES
    • Place of Presentation
      InterContinental Grand Stanford Hong Kong
    • Related Report
      2013 Final Research Report
  • [Presentation] Quantitative Analysis of Parking Advantage on Retail Stores in Rural Areas in Japan2013

    • Author(s)
      Suguru TSUJIOKA, Akio KONDO, Kojiro WATANABE
    • Organizer
      10 EASTS(Eastern Asia Society for Transportation Studies) conference
    • Place of Presentation
      Chang Yung-fa Foundation building, Taipei, Taiwan
    • Related Report
      2013 Final Research Report
  • [Presentation] Quantitative Analysis of Parking Advantage on Retail Stores in Rural Areas in Japan2013

    • Author(s)
      Suguru TSUJIOKA, Akio KONDO, Kojiro WATANABE
    • Organizer
      10th EASTS (Eastern Asia Society for Transportation Studies) conference
    • Place of Presentation
      Chang Yung-fa Foundation building, Taipei, Taiwan
    • Related Report
      2013 Annual Research Report
  • [Presentation] RELATIVE ANALYSIS OF TRAFFIC AND STORE PREFERNCES IN SHOPPING BEHAVIOR - CASE STUDY IN TOKUSHIMA URBAN AREA-2013

    • Author(s)
      Suguru TSUJIOKA, Akio KONDO, Kojiro WATANABE
    • Organizer
      THE 18TH INTERNATIONAL CONFERENCE OF HONG KONG SOCIETY FOR TRANSPORTATION STUDIES
    • Place of Presentation
      InterContinental Grand Stanford Hong Kong
    • Related Report
      2013 Annual Research Report

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Published: 2013-05-31   Modified: 2019-07-29  

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