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Bayesian estimation of moment inequality models using empirical likelihood

Research Project

Project/Area Number 25780150
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeMulti-year Fund
Research Field Economic statistics
Research InstitutionKobe University (2015)
Kyoto University (2013-2014)

Principal Investigator

Sueishi Naoya  神戸大学, 経済学研究科(研究院), 准教授 (40596251)

Project Period (FY) 2013-04-01 – 2016-03-31
Project Status Completed (Fiscal Year 2015)
Budget Amount *help
¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Fiscal Year 2014: ¥780,000 (Direct Cost: ¥600,000、Indirect Cost: ¥180,000)
Fiscal Year 2013: ¥780,000 (Direct Cost: ¥600,000、Indirect Cost: ¥180,000)
Keywords経験尤度 / モーメント不等式 / ベイズ推定 / 効率性の限界 / least favorable submodel / 計量経済学 / 経験尤度法
Outline of Final Research Achievements

This study proposed a Bayesian estimation method that uses an empirical likelihood as a likelihood function, and applied the method to the estimation of moment inequality models. I showed asymptotic properties of the posterior density. Furthermore, I investigated finite sample validity of using an empirical likelihood as a likelihood of Bayes estimation.
Moreover, this study derived a least favorable submodel of conditional moment restriction models. The result suggests the efficiency bound and an asymptotically efficient estimator. The resulting estimator can be viewed as an empirical likelihood estimator for conditional moment restriction models.

Report

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

    (9 results)

All 2016 2015 2013 Other

All Journal Article (3 results) (of which Peer Reviewed: 2 results,  Acknowledgement Compliant: 1 results) Presentation (6 results)

  • [Journal Article] A Simple Derivation of the Efficiency Bound for Conditional Moment Restriction Models2016

    • Author(s)
      Naoya Sueishi
    • Journal Title

      Economics Letters

      Volume: 138 Pages: 57-59

    • DOI

      10.1016/j.econlet.2015.11.028

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] サンプルセレクションとセルフセレクション2015

    • Author(s)
      末石直也
    • Journal Title

      日本労働研究雑誌

      Volume: 657 Pages: 16-17

    • Related Report
      2014 Research-status Report
  • [Journal Article] Generalized Empirical Likelihood-Based Focused Information Criterion and Model Averaging2013

    • Author(s)
      Naoya Sueishi
    • Journal Title

      Econometrics

      Volume: 1 Issue: 2 Pages: 141-156

    • DOI

      10.3390/econometrics1020141

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Presentation] A simple way of deriving the efficiency bound for moment restriction models2015

    • Author(s)
      末石直也
    • Organizer
      Summer Workshop on Economic Theory
    • Place of Presentation
      小樽商科大学(北海道・小樽市)
    • Year and Date
      2015-08-06
    • Related Report
      2015 Annual Research Report
  • [Presentation] Penalized Empirical Likelihood and Tuning Parameter Selection in Misspecified Models2015

    • Author(s)
      末石直也
    • Organizer
      関西計量経済学研究会
    • Place of Presentation
      大阪大学
    • Year and Date
      2015-01-10
    • Related Report
      2014 Research-status Report
  • [Presentation] A new interpretation of empirical likelihood for time series models and its application to model selection testing

    • Author(s)
      末石直也
    • Organizer
      Summer Workshop on Economic Theory
    • Place of Presentation
      釧路公立大学
    • Related Report
      2013 Research-status Report
  • [Presentation] A new interpretation of empirical likelihood for time series models and its application to model selection testing

    • Author(s)
      末石直也
    • Organizer
      高次元データに関連する統計理論の新展開とその応用
    • Place of Presentation
      小樽商科大学
    • Related Report
      2013 Research-status Report
  • [Presentation] A new interpretation of empirical likelihood for time series models and its application to model selection testing

    • Author(s)
      末石直也
    • Organizer
      統計関連学会連合大会
    • Place of Presentation
      大阪大学
    • Related Report
      2013 Research-status Report
  • [Presentation] A new interpretation of empirical likelihood for time series models and its application to model selection testing

    • Author(s)
      末石直也
    • Organizer
      SSK International Workshop in Kyoto
    • Place of Presentation
      ウェスティン都ホテル
    • Related Report
      2013 Research-status Report

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Published: 2014-07-25   Modified: 2019-07-29  

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