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Extension and lag order selection of autoregressive panel data models

Research Project

Project/Area Number 22730178
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeSingle-year Grants
Research Field Economic statistics
Research InstitutionHiroshima University

Principal Investigator

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

Project Period (FY) 2010 – 2012
Project Status Completed (Fiscal Year 2012)
Budget Amount *help
¥2,080,000 (Direct Cost: ¥1,600,000、Indirect Cost: ¥480,000)
Fiscal Year 2012: ¥650,000 (Direct Cost: ¥500,000、Indirect Cost: ¥150,000)
Fiscal Year 2011: ¥650,000 (Direct Cost: ¥500,000、Indirect Cost: ¥150,000)
Fiscal Year 2010: ¥780,000 (Direct Cost: ¥600,000、Indirect Cost: ¥180,000)
Keywordsパネルデータモデル / 一般化モーメント法 / 最尤法 / 動学的パネルデータモデル / GMM推定量 / LASSO / 相互固定効果 / 計量経済学 / パネルデータ
Research Abstract

In this project, I conducted research associated with the statistical analysis of dynamic panel data models. Specifically, (1) an analysis of the impact of initial conditions on the behavior of GMM estimator, (2) an analysis of the maximum likelihood estimator in the presence of cross-sectional heteroskedasticity, (3) an analysis of panel vector autoregressive models and dynamic panel data models with interactive fixed effects as an extension of conventional models.

Report

(4 results)
  • 2012 Annual Research Report   Final Research Report ( PDF )
  • 2011 Annual Research Report
  • 2010 Annual Research Report
  • Research Products

    (22 results)

All 2013 2012 2011 2010

All Journal Article (5 results) (of which Peer Reviewed: 4 results) Presentation (12 results) Book (5 results)

  • [Journal Article] GMM Estimation of a Short Dynamic Panel Data Model with Interactive Fixed Effects2012

    • Author(s)
      Hayakawa, K
    • Journal Title

      Journal of the Japan Statistical Society

      Volume: Vol. 42, No. 2 Pages: 109-123

    • NAID

      10031138072

    • Related Report
      2012 Final Research Report
    • Peer Reviewed
  • [Journal Article] GMM Estimation of a Short Dynamic Panel Data Model with Interactive Fixed Effects2012

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

      Journal of the Japan Statistical Society

      Volume: 42 Pages: 109-123

    • NAID

      10031138072

    • Related Report
      2012 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 動学的パネルデータ分析2012

    • Author(s)
      早川和彦
    • Journal Title

      経済時系列ハンドブック

      Volume: 2.3 Pages: 244-263

    • Related Report
      2012 Annual Research Report
  • [Journal Article] The Effects of Dynamic Feedbacks on LS and MM Estimator Accuracy in Panel Data Models: Some Additional Results2010

    • Author(s)
      Hayakawa, K
    • Journal Title

      Journal of Econometrics

      Volume: Vol. 159, Issue 1 Pages: 202-208

    • NAID

      120002737841

    • Related Report
      2012 Final Research Report
    • Peer Reviewed
  • [Journal Article] The effects of dynamic feedbacks on LS and MM estimator accuracy in panel data models : Some additional results2010

    • Author(s)
      Kazuhiko Hayakawa
    • Journal Title

      Journal of Econometrics

      Volume: 159 Pages: 202-208

    • NAID

      120002737841

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Presentation] Robust Standard Errors in Transformed Likelihood Estimation of Dynamic Panel Data Models2013

    • Author(s)
      Hayakawa, K
    • Organizer
      Joint NTU-Hiroshima Workshop
    • Place of Presentation
      Nanyang Technological University, Singapore
    • Year and Date
      2013-03-27
    • Related Report
      2012 Annual Research Report 2012 Final Research Report
  • [Presentation] 高次元パネルデータの計量経済分析2013

    • Author(s)
      早川和彦
    • Organizer
      日本統計学会春季集会
    • Place of Presentation
      学習院大学
    • Year and Date
      2013-03-03
    • Related Report
      2012 Annual Research Report 2012 Final Research Report
  • [Presentation] Robust Standard Errors in Transformed Likelihood Estimation of Dynamic Panel Data Models2012

    • Author(s)
      Hayakawa, K
    • Organizer
      2012 Hitotsubashi-Sogang Conference on Econometrics
    • Place of Presentation
      Sogang University, Korea
    • Year and Date
      2012-11-17
    • Related Report
      2012 Annual Research Report 2012 Final Research Report
  • [Presentation] Robust Standard Errors in Transformed Likelihood Estimation of Dynamic Panel Data Models2012

    • Author(s)
      Hayakawa, K
    • Organizer
      The 18th International Conference on Panel Data
    • Place of Presentation
      Banque de France, France
    • Year and Date
      2012-07-05
    • Related Report
      2012 Annual Research Report 2012 Final Research Report
  • [Presentation] An Improved GMM Estimation of Panel VAR Models with Applications to Granger Causality Test and Impulse Response Analysis2011

    • Author(s)
      Hayakawa, K
    • Organizer
      Econometric Society European Meeting
    • Place of Presentation
      Oslo, Norway
    • Year and Date
      2011-08-27
    • Related Report
      2012 Final Research Report
  • [Presentation] An Improved GMM Estimation of Panel VAR Models with Applications to Granger Causality Test and Impulse Response Analysis2011

    • Author(s)
      Kazuhiko Hayakawa
    • Organizer
      Econometric Society European Meeting
    • Place of Presentation
      Oslo University、ノルウェー
    • Year and Date
      2011-08-27
    • Related Report
      2011 Annual Research Report
  • [Presentation] An Improved GMM Estimation of Panel VAR Models with Applications to Granger Causality Test and Impulse Response Analysis2011

    • Author(s)
      Hayakawa, K
    • Organizer
      The 17th International Conference on Panel Data
    • Place of Presentation
      McGill University, Canada
    • Year and Date
      2011-07-08
    • Related Report
      2012 Final Research Report
  • [Presentation] An Improved GMM Estimation of Panel VAR Models with Applications to Granger Causality Test and Impulse Response Analysis2011

    • Author(s)
      Kazuhiko Hayakawa
    • Organizer
      The 17th International Conference on Panel Data
    • Place of Presentation
      McGill University、カナダ
    • Year and Date
      2011-07-08
    • Related Report
      2011 Annual Research Report
  • [Presentation] An Improved GMM Estimation of Panel VAR Models with Applications to Granger Causality Test and Impulse Response Analysis2011

    • Author(s)
      Hayakawa, K
    • Organizer
      Conference in Honour of Hashem Pesaran
    • Place of Presentation
      University of Cambridge, UK
    • Year and Date
      2011-07-01
    • Related Report
      2012 Final Research Report
  • [Presentation] An Improved GMM Estimation of Panel VAR Models with Applications to Granger Causality Test and Impulse Response Analysis2011

    • Author(s)
      Kazuhiko Hayakawa
    • Organizer
      Conference in Honour of Hashem Pesaran
    • Place of Presentation
      University of Cambridge、イギリス
    • Year and Date
      2011-07-01
    • Related Report
      2011 Annual Research Report
  • [Presentation] On the Behavior of the GMM estimator in Persistent Dynamic Panel Data Models with Unrestricted Initial Conditions2010

    • Author(s)
      Hayakawa, K
    • Organizer
      The 16th International Conference on Panel Data
    • Place of Presentation
      University of Amsterdam, Netherland
    • Year and Date
      2010-07-04
    • Related Report
      2012 Final Research Report
  • [Presentation] On the Behavior of the GMM estimator in Persistent Dynamic Panel Data Models with Unrestricted Initial Conditions2010

    • Author(s)
      Kazuhiko Hayakawa
    • Organizer
      The 16th International Conference on Panel Data
    • Place of Presentation
      University of Amsterdam (Nederland)
    • Year and Date
      2010-07-04
    • Related Report
      2010 Annual Research Report
  • [Book] 「動学的パネルデータ分析」、刈屋武昭 ・前川功一 ・矢島美寛 ・川崎能典 ・福地純一郎 編『経済時系列ハンドブック』2012

    • Author(s)
      早川和彦
    • Publisher
      朝倉書店
    • Related Report
      2012 Final Research Report
  • [Book] 「大規模マクロデータを用いた景気動向分析」浅子和美・渡部敏明編著『ファイナンス・景気循環の計量分析』、第4 章2011

    • Author(s)
      早川和彦・小林庸平
    • Publisher
      ミネルヴァ書房
    • Related Report
      2012 Final Research Report
  • [Book] 動学的パネルデータ分析2011

    • Author(s)
      千木良弘朗・早川和彦・山本拓
    • Total Pages
      339
    • Publisher
      動学的パネルデータ分析
    • Related Report
      2012 Final Research Report
  • [Book] 「大規模マクロデータを用いた景気動向分析」(『ファイナンス・景気循環の計量分析』)(浅子和美・渡部敏明編著)2011

    • Author(s)
      早川和彦・小林庸平
    • Total Pages
      337
    • Publisher
      ミネルヴァ書房(収録)
    • Related Report
      2011 Annual Research Report
  • [Book] 動学的パネルデータ分析2011

    • Author(s)
      千木良弘朗・早川和彦・山本拓
    • Total Pages
      354
    • Publisher
      知泉書館
    • Related Report
      2010 Annual Research Report

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Published: 2010-08-23   Modified: 2019-07-29  

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