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Improved Over-identifying restriction test in GMM with many moment conditions

Research Project

Project/Area Number 25780153
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeMulti-year Fund
Research Field Economic statistics
Research InstitutionHiroshima University

Principal Investigator

Hayakawa Kazuhiko  広島大学, 社会科学研究科, 准教授 (00508161)

Project Period (FY) 2013-04-01 – 2017-03-31
Project Status Completed (Fiscal Year 2016)
Budget Amount *help
¥4,160,000 (Direct Cost: ¥3,200,000、Indirect Cost: ¥960,000)
Fiscal Year 2016: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Fiscal Year 2015: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Fiscal Year 2014: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Fiscal Year 2013: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Keywords一般化モーメント法 / 過剰識別検定 / パネルデータ / 共分散構造分析 / 定式化検定 / GMM / 計量経済学
Outline of Final Research Achievements

In this project, I discussed how to improve the performance of the over-identifying restriction test in GMM when many moment conditions are available. Two new approaches are proposed. The first is to use a block diagonal weighting matrix, and the second is to use the principal components of the optimal weighting matrix. Using these two alternative weighting matrices, I proposed two new tests, and derived their asymptotic properties. I carried out Monte Carlo simulation in the context of dynamic panel data models and it is found that the test with a block diagonal weighting matrix is more powerful than that based on the principal components of the optimal weighting matrix.

Report

(5 results)
  • 2016 Annual Research Report   Final Research Report ( PDF )
  • 2015 Research-status Report
  • 2014 Research-status Report
  • 2013 Research-status Report
  • Research Products

    (20 results)

All 2017 2016 2015 2014 2013 Other

All Int'l Joint Research (2 results) Journal Article (9 results) (of which Int'l Joint Research: 1 results,  Peer Reviewed: 9 results,  Acknowledgement Compliant: 2 results) Presentation (9 results) (of which Int'l Joint Research: 3 results,  Invited: 1 results)

  • [Int'l Joint Research] University of York(英国)

    • Related Report
      2015 Research-status Report
  • [Int'l Joint Research] University of Southern California(米国)

    • Related Report
      2015 Research-status Report
  • [Journal Article] A Unit Root Test for Micro Panels with Serially Correlated Errors2017

    • Author(s)
      Hayakawa, K.
    • Journal Title

      Communications in Statistics - Theory and Methods

      Volume: 46 Issue: 8 Pages: 3891-3900

    • DOI

      10.1080/03610926.2015.1076471

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Improved GMM Estimation of Panel VAR Models2016

    • Author(s)
      Kazuhiko Hayakawa
    • Journal Title

      Computational Statistics and Data Analysis

      Volume: 印刷中 Pages: 240-264

    • DOI

      10.1016/j.csda.2015.05.004

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] On the Effect of Weighting Matrix in GMM Specification Test2016

    • Author(s)
      Hayakawa, K.
    • Journal Title

      Journal of Statistical Planning and Inference

      Volume: 178 Pages: 84-98

    • DOI

      10.1016/j.jspi.2016.06.003

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Identification Problem of GMM Estimators for Panel Data Models with Interactive Fixed Effects2016

    • Author(s)
      Hayakawa, K.
    • Journal Title

      Economics Letters

      Volume: 139 Pages: 22-26

    • DOI

      10.1016/j.econlet.2015.12.012

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] On the Behavior of the GMM Estimator in Persistent Dynamic Panel Data Models with Unrestricted Initial Conditions2015

    • Author(s)
      Hayakawa, K. and S. Nagata
    • Journal Title

      Computational Statistics and Data Analysis

      Volume: in press Pages: 265-303

    • DOI

      10.1016/j.csda.2015.03.007

    • Related Report
      2016 Annual Research Report 2014 Research-status Report
    • Peer Reviewed
  • [Journal Article] The Asymptotic Properties of the System GMM Estimator in Dynamic Panel Data Models When Both N and T are Large2015

    • Author(s)
      K. Hayakawa
    • Journal Title

      Econometric Theory

      Volume: 31 Issue: 3 Pages: 647-667

    • DOI

      10.1017/s0266466614000449

    • Related Report
      2015 Research-status Report
    • Peer Reviewed
  • [Journal Article] Robust Standard Errors in Transformed Likelihood Estimation of Dynamic Panel Data Models with Cross-Sectional Heteroskedasticity2015

    • Author(s)
      Hayakawa, K. and M. H. Pesaran
    • Journal Title

      Journal of Econometrics

      Volume: 188 Issue: 1 Pages: 111-134

    • DOI

      10.1016/j.jeconom.2015.03.042

    • Related Report
      2015 Research-status Report 2014 Research-status Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] A Unit Root Test for Short Panels with Serially Correlated Errors2015

    • Author(s)
      Hayakawa, K.
    • Journal Title

      Communications in Statistics - Theory and Methods

      Volume: in press

    • Related Report
      2014 Research-status Report
    • Peer Reviewed
  • [Journal Article] 高次元時系列データ分析の最近の展開2013

    • Author(s)
      早川和彦
    • Journal Title

      日本統計学会誌

      Volume: 43 Pages: 275-292

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Presentation] Instrumental Variable Estimation of Panel Data Models with Weakly Exogenous Variables2016

    • Author(s)
      K. Hayakawa
    • Organizer
      69th Econometric Society European Meeting
    • Place of Presentation
      Geneva(スイス)
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Instrumental Variable Estimation of Panel Data Models with Weakly Exogenous Variables2015

    • Author(s)
      Hayakawa, K.
    • Organizer
      The 9th International Conference on Computational and Financial Econometrics (CFE 2015)
    • Place of Presentation
      London(UK)
    • Year and Date
      2015-12-14
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] An Alternative Over-Identifying Restriction Test in the GMM with Grouped Moment Conditions2015

    • Author(s)
      Hayakawa, K.
    • Organizer
      The 21th International Conference on Panel Data
    • Place of Presentation
      Budapest(Hungary)
    • Year and Date
      2015-06-29
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] Identification Problem of GMM estimators for Short Panel Data Models with Interactive Fixed Effects2014

    • Author(s)
      K. Hayakawa
    • Organizer
      Econometric Society European Meeting
    • Place of Presentation
      Toulouse,France
    • Year and Date
      2014-08-26
    • Related Report
      2014 Research-status Report
  • [Presentation] Transformed Maximum Likelihood Estimation of Short Dynamic Panel Data Models with Interactive Effects2014

    • Author(s)
      K. Hayakawa
    • Organizer
      The 20th International Conference on Panel Data
    • Place of Presentation
      Hitotsubashi Univeristy
    • Year and Date
      2014-07-09
    • Related Report
      2014 Research-status Report
  • [Presentation] Identification Problem of GMM estimators for Short Panel Data Models with Interactive Fixed Effects2014

    • Author(s)
      K. Hayakawa
    • Organizer
      SETA2014
    • Place of Presentation
      Academica Sinica,Taiwan
    • Year and Date
      2014-05-30
    • Related Report
      2014 Research-status Report
  • [Presentation] Instrumental Variable Estimation of Autoregressive Models2014

    • Author(s)
      K. Hayakawa
    • Organizer
      SMU-NTU-HUE-HU International Conference on Economics and Econometrics
    • Place of Presentation
      広島大学
    • Related Report
      2013 Research-status Report
  • [Presentation] Improved GMM Estimation of Panel VAR Models2013

    • Author(s)
      K. Hayakawa
    • Organizer
      Asian Meeting of Econometric Society
    • Place of Presentation
      Singapore National University
    • Related Report
      2013 Research-status Report
  • [Presentation] 相互作用的固定効果を含むパネルデータモデルの考察2013

    • Author(s)
      早川和彦
    • Organizer
      日本統計学会
    • Place of Presentation
      大阪大学
    • Related Report
      2013 Research-status Report
    • Invited

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Published: 2014-07-25   Modified: 2022-02-03  

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