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Nonparametric Bayesian estimation of discrete/continuous choice models

Research Project

Project/Area Number 24730195
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeMulti-year Fund
Research Field Economic statistics
Research InstitutionKwansei Gakuin University

Principal Investigator

MIYAWAKI Koji  関西学院大学, 経済学部, 准教授 (40550249)

Project Period (FY) 2012-04-01 – 2016-03-31
Project Status Completed (Fiscal Year 2015)
Budget Amount *help
¥4,550,000 (Direct Cost: ¥3,500,000、Indirect Cost: ¥1,050,000)
Fiscal Year 2014: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Fiscal Year 2013: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Fiscal Year 2012: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Keywordsベイズ統計学
Outline of Final Research Achievements

I conducted the research on the nonparametric Bayesian approach to the discrete/continuous choice model. I have developed a statistical model and its estimation method for a simple case. However, in analyzing the practical dataset, I found the component that reduces the number of choices is not appropriate for the dataset to be used. Thus, I modified the model, so that the resulting statistical model is appropriate for the dataset as well as reduces the number of choices.

Report

(5 results)
  • 2015 Annual Research Report   Final Research Report ( PDF )
  • 2014 Research-status Report
  • 2013 Research-status Report
  • 2012 Research-status Report
  • Research Products

    (5 results)

All 2014 2013 Other

All Journal Article (2 results) (of which Peer Reviewed: 1 results) Presentation (3 results)

  • [Journal Article] ディリクレ過程事前分布を用いたベイズ推定2014

    • Author(s)
      宮脇幸治
    • Journal Title

      商学論究

      Volume: 61

    • Related Report
      2013 Research-status Report
  • [Journal Article] Exact estimation of demand functions under block-rate pricing2013

    • Author(s)
      Miyawaki, K., Y. Omori, and A. Hibiki
    • Journal Title

      Econometric Reviews

      Volume: -

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Presentation] 階層的トリートメント効果モデル

    • Author(s)
      Miyawaki, K.
    • Organizer
      2012年度統計関連学会連合大会
    • Place of Presentation
      北海道大学
    • Related Report
      2012 Research-status Report
  • [Presentation] New treatment effect models: the analysis of the rapid railroad network

    • Author(s)
      Miyawaki, K.
    • Organizer
      3rd European Seminar on Bayesian Econometrics
    • Place of Presentation
      Vienna University of Economics and Business (Austria)
    • Related Report
      2012 Research-status Report
  • [Presentation] New treatment effect models: the analysis of the rapid railroad network

    • Author(s)
      Miyawaki, K.
    • Organizer
      International Workshop on Bayesian Econometrics and Statistics
    • Place of Presentation
      神戸大学
    • Related Report
      2012 Research-status Report

URL: 

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

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