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Generalized empirical likelihood for time series

Research Project

Project/Area Number 25870814
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeMulti-year Fund
Research Field Statistical science
Economic statistics
Research InstitutionWaseda University

Principal Investigator

Tamaki Kenichiro  早稲田大学, 政治経済学術院, 准教授 (80409664)

Project Period (FY) 2013-04-01 – 2018-03-31
Project Status Completed (Fiscal Year 2017)
Budget Amount *help
¥3,900,000 (Direct Cost: ¥3,000,000、Indirect Cost: ¥900,000)
Fiscal Year 2016: ¥780,000 (Direct Cost: ¥600,000、Indirect Cost: ¥180,000)
Fiscal Year 2015: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Fiscal Year 2014: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Fiscal Year 2013: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
KeywordsEmpirical Likelihood / Portmanteau Test / GARCH / 経験尤度法 / 経験尤度 / 一般化経験尤度 / 次数選択 / 残差分析 / Empirical likelihood / Portmanteau test
Outline of Final Research Achievements

When we analyze data using time series models, there are many steps such as model selection, estimation of parameters, and diagnostic checking. Generally, since these steps are separately implemented, time series data analysis is complicated. Also, interpretation is difficult when the results of these steps are different. Therefore, we propose empirical likelihood methods that can compute these simultaneously, and elucidated that it has excellent properties especially in diagnostic checking. Simulation studies also showed that the proposed method performed equally or better than the usual method in many cases.

Report

(6 results)
  • 2017 Annual Research Report   Final Research Report ( PDF )
  • 2016 Research-status Report
  • 2015 Research-status Report
  • 2014 Research-status Report
  • 2013 Research-status Report
  • Research Products

    (4 results)

All 2017 2015 2013

All Journal Article (1 results) (of which Peer Reviewed: 1 results) Presentation (3 results) (of which Int'l Joint Research: 1 results)

  • [Journal Article] Asymptotic expansion for term structures of defaultable bonds with non-Gaussian dependent innovations2013

    • Author(s)
      Masakazu Miura, Kenichiro Tamaki, and Takayuki Shiohama
    • Journal Title

      Asia-Pacific Financial Markets

      Volume: 20 Issue: 4 Pages: 311-344

    • DOI

      10.1007/s10690-013-9169-0

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Presentation] Estimation of GARCH Process by Empirical Likelihood2017

    • Author(s)
      Kenichiro Tamaki
    • Organizer
      2017 Joint Statistical Meetings
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] One-step time series model-building by empirical likelihood2015

    • Author(s)
      Kenichiro Tamaki
    • Organizer
      Waseda International Symposium
    • Place of Presentation
      Waseda University
    • Year and Date
      2015-03-04
    • Related Report
      2014 Research-status Report
  • [Presentation] Empirical Analysis of Japanese Interest Rate Market by Short Rate Model with non-Gaussian Innovations2013

    • Author(s)
      塩濱敬之
    • Organizer
      2013年度 統計関連学会連合大会
    • Place of Presentation
      大阪大学
    • Related Report
      2013 Research-status Report

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

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