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Logit Analysis of Consumer Behavior

Research Project

Project/Area Number 02680194
Research Category

Grant-in-Aid for General Scientific Research (C)

Allocation TypeSingle-year Grants
Research Field Human geography
Research InstitutionTokyo Metropolitan University, Faculty of Science

Principal Investigator

SUGIURA Yosio  Tokyo Metropol. Univ., Dept. Geog., Professor, 理学部, 教授 (00117714)

Co-Investigator(Kenkyū-buntansha) YANO K  Tokyo Metropol. Univ., Dept. of Geog., Assistant Professor, 理学部, 助手 (30210305)
WAKABAYASHI Y  Univ. Kanazawa, Dept. of Geog., Associate Professor, 文学部, 助教授 (70191723)
Project Period (FY) 1990 – 1991
Project Status Completed (Fiscal Year 1991)
Budget Amount *help
¥2,300,000 (Direct Cost: ¥2,300,000)
Fiscal Year 1991: ¥500,000 (Direct Cost: ¥500,000)
Fiscal Year 1990: ¥1,800,000 (Direct Cost: ¥1,800,000)
KeywordsConsumer Behavior / Discrete Choice / Behavioral Geography / Logit Model / Nested Logit Model / Central Place Theory / Cognitive Science / ネスティッド・ロジット・モデル
Research Abstract

This study firstly grasped the research trend and examined the methodology, reviewing the literature using logit models and that of consumer behavior. Then substantive work was carried out, taking Nagasaki, Niigata, and Kanazawa as the study areas. The results are summarized as follows:
1) Through the literature review and numerical analyses of hypothetical data, it turns out that the logit model, which posits utility-maximizing behavior of an individual, gives a microscopic theoretical underpinning to the macroscopic spatial interaction model.
2) The literature review revealed that the nested logit model dealing with sequential decision-making was extensively applied to various spatial behavior such as consumer behavior, residential change, recreation trip, and factory relocation, etc.
3) Nested logit analyses of travel to purchase compact disk in Nagasaki and Niigata confirmed a two-step decision-making process -- shop choice and commercial district choice; it is suggested that undergraduate and high-school students chose commercial district as if maximizing the utility of shop choice.
4) Questionnaire format must be deliberately designed since the application of logit models to disaggregated data dictates each subject to evaluate given attributes relevant to all the alternatives.
This study makes it possible to offer an integrated interpretation of results which have been obtained under different perspectives of the central place research and the consumer behavior research. Also it clarifies the situation of geographical studies using logit models. A future research theme is to explore the interface with time geography that takes into account constraints limiting alternatives.

Report

(3 results)
  • 1991 Annual Research Report   Final Research Report Summary
  • 1990 Annual Research Report
  • Research Products

    (15 results)

All Other

All Publications (15 results)

  • [Publications] 杉浦 芳夫: "空間的行動のネスティッドロジット・モデリングに関する覚え書き" 理論地理学ノート. 8. 1-23 (1992)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1991 Final Research Report Summary
  • [Publications] Yoshio Sugiura: "Spatial diffusion of Japanese electric power companies,1887-1906:a discrete choice modeling." Annals of the Association of American Geographers. 83. (1993)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1991 Final Research Report Summary
  • [Publications] 若林 芳樹: "消費者購買地選択モデルの近年の展開ー分解的多属性選好モデルを中心としてー" 理論地理学ノート. 8. 25-54 (1992)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1991 Final Research Report Summary
  • [Publications] 矢野 桂司: "一般線形モデルによる空間的相互作用モデルの統合" 地理学評論. 64A. 367-387 (1991)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1991 Final Research Report Summary
  • [Publications] 矢野 桂司: "離散的選択モデルとしてみた空間的相互作用のモデル化についてーエントロピー最大化モデルから多項ロジット・モデルへー" 理論地理学ノート. 8. 55-75 (1992)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1991 Final Research Report Summary
  • [Publications] Sugiura, Y.: "Nested logit modeling of spatial behavior: a preliminary note." Notes on Theoretical Geography. 8. 1-23 (1992)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1991 Final Research Report Summary
  • [Publications] Sugiura, Y.: "Spatial diffusion of Japanese electric power companies, 1887-1906: a discrete choice modeling." Annals of the Association of American Geographers. 83. (1993)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1991 Final Research Report Summary
  • [Publications] Wakabayashi, Y.: "A review of some recent developments in spatial choice modeling: mainly focused on decompositional multiattribute preference models." Notes on Theoretical Geography. 8. 25-54 (1992)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1991 Final Research Report Summary
  • [Publications] Yano, K.: "The integration of spatial interaction models using generalized linear modeling." Geographical Review of Japan. 64A. 367-387 (1991)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1991 Final Research Report Summary
  • [Publications] Yano, K.: "Note on spatial interaction models as a discrete choice model: from entropy maximizing models to multinomial logit models." Notes on Theoretical Geography. 8. 55-75 (1992)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1991 Final Research Report Summary
  • [Publications] 杉浦 芳夫: "ネスティッドロジット・モデル・パラダイム" 理論地理学ノ-ト. 8. (1992)

    • Related Report
      1991 Annual Research Report
  • [Publications] 若林 芳樹: "消費者購買地選択モデルの近年の展開ー分析的多属性選好モデルを中心としてー" 理論地理学ノ-ト. 8. (1992)

    • Related Report
      1991 Annual Research Report
  • [Publications] 矢野 桂司: "離散的選択モデルとしてみた空間的相互作用のモデル化についてーエントロピ-最大化モデルから多項ロジットモデルへー" 理論地理学ノ-ト. 8. (1992)

    • Related Report
      1991 Annual Research Report
  • [Publications] Yoshio Sugiura: "Spatial diffusion of Japanese electricity supply companies,1887ー1906: a discrete choice modeling." Annals of the Association of American Geographers.

    • Related Report
      1990 Annual Research Report
  • [Publications] 矢野 桂司: "一般線形モデルによる空間的相互作用モデルの統合" 地理学評論.

    • Related Report
      1990 Annual Research Report

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Published: 1990-04-01   Modified: 2016-04-21  

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