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Smoothing Techniques and Their Implementations in Time Series Econometrics

Research Project

Project/Area Number 23530259
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Economic statistics
Research InstitutionSetsunan University

Principal Investigator

HIRUKAWA Masayuki  摂南大学, 経済学部, 教授 (10597628)

Project Period (FY) 2011-04-28 – 2015-03-31
Project Status Completed (Fiscal Year 2014)
Budget Amount *help
¥4,940,000 (Direct Cost: ¥3,800,000、Indirect Cost: ¥1,140,000)
Fiscal Year 2014: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Fiscal Year 2013: ¥780,000 (Direct Cost: ¥600,000、Indirect Cost: ¥180,000)
Fiscal Year 2012: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Fiscal Year 2011: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Keywordsノンパラメトリック計量経済学 / 時系列計量経済学 / カーネル平滑化 / 非対称カーネル関数 / 拡散過程推定 / 共和分 / 結合データの計量経済学 / 拡散課程推定
Outline of Final Research Achievements

In this research project I developed and extended kernel-smoothing techniques, taking properties of economic data into account. The properties of the data on which I focused are as follows. First, distributions of many economic variables have a natural boundary at the origin. In addition, the distributions have many observations concentrated near the boundary, whereas they also possess a long tail with sparse data. Second, economic time series are often assumed to obey unit-root processes. Nonetheless, it is often the case that no stationary transformations are made when they enter the model. I attempted to develop and improve asymmetric kernel functions for the former, and I specialized in extending kernel-smoothed nonparametric and semiparametric estimation techniques of cointegrating regression models for the latter. The research results in four papers published in refereed journals and nineteen presentations at various domestic and overseas conferences and seminars.

Report

(5 results)
  • 2014 Annual Research Report   Final Research Report ( PDF )
  • 2013 Research-status Report
  • 2012 Research-status Report
  • 2011 Research-status Report
  • Research Products

    (27 results)

All 2015 2014 2012 Other

All Journal Article (3 results) (of which Peer Reviewed: 3 results,  Acknowledgement Compliant: 1 results) Presentation (19 results) (of which Invited: 7 results) Remarks (5 results)

  • [Journal Article] Family of the Generalised Gamma Kernels: A Generator of Asymmetric Kernels for Nonnegative Data2015

    • Author(s)
      Masayuki Hirukawa and Mari Sakudo
    • Journal Title

      Journal of Nonparametric Statistics

      Volume: 27 Issue: 1 Pages: 41-63

    • DOI

      10.1080/10485252.2014.998669

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Nonnegative Bias Reduction Methods for Density Estimation Using Asymmetric Kernels2014

    • Author(s)
      Masayuki Hirukawa and Mari Sakudo
    • Journal Title

      Computational Statistics & Data Analysis

      Volume: 75 Pages: 112-123

    • DOI

      10.1016/j.csda.2014.01.012

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] Nonparametric Estimation of Scalar Diffusion Models of Interest Rates Using Asymmetric Kernels2012

    • Author(s)
      Nikolay Gospodinov and Masayuki Hirukawa
    • Journal Title

      Journal of Empirical Finance

      Volume: 19 Issue: 4 Pages: 595-609

    • DOI

      10.1016/j.jempfin.2012.04.001

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Presentation] Testing Symmetry of Unknown Densities via Smoothing with the Generalized Gamma Kernels2015

    • Author(s)
      蛭川雅之
    • Organizer
      研究集会「第16回ノンパラメトリック統計解析とベイズ統計」
    • Place of Presentation
      慶應義塾大学日吉キャンパス
    • Year and Date
      2015-03-25 – 2015-03-26
    • Related Report
      2014 Annual Research Report
    • Invited
  • [Presentation] Consistent Estimation of Linear Regression Models Using Matched Data2014

    • Author(s)
      蛭川雅之
    • Organizer
      68th European Meeting of the Econometric Society
    • Place of Presentation
      Toulouse School of Economics, Toulouse, France
    • Year and Date
      2014-08-25 – 2014-08-29
    • Related Report
      2014 Annual Research Report
  • [Presentation] Consistent Estimation of Linear Regression Models Using Matched Data2014

    • Author(s)
      蛭川雅之
    • Organizer
      Econometric Society Australasian Meeting 2014
    • Place of Presentation
      Hotel Grand Chancellor, Hobart, TAS, Australia
    • Year and Date
      2014-07-01 – 2014-07-04
    • Related Report
      2014 Annual Research Report
  • [Presentation] Consistent Estimation of Linear Regression Models Using Matched Data2014

    • Author(s)
      蛭川雅之
    • Organizer
      Asian Meeting of the Econometric Society 2014
    • Place of Presentation
      Academia Sinica, Taipei, Taiwan
    • Year and Date
      2014-06-20 – 2014-06-22
    • Related Report
      2014 Annual Research Report
  • [Presentation] Consistent Estimation of Linear Regression Models Using Matched Data

    • Author(s)
      蛭川雅之
    • Organizer
      シンポジウム「統計科学の新展開」
    • Place of Presentation
      金沢大学サテライト・プラザ
    • Related Report
      2013 Research-status Report
  • [Presentation] Instrument-Free Identification and Estimation of Differenciated Products Models Using Cost Data

    • Author(s)
      蛭川雅之
    • Organizer
      関西計量経済研究会
    • Place of Presentation
      京都大学
    • Related Report
      2013 Research-status Report
  • [Presentation] Consistent Estimation of Linear Regression Models Using Matched Data

    • Author(s)
      蛭川雅之
    • Organizer
      24th New Zealand Econometric Study Group Meeting
    • Place of Presentation
      University of Waikato, New Zealand
    • Related Report
      2013 Research-status Report
  • [Presentation] Consistent Estimation of Linear Regression Models Using Matched Data

    • Author(s)
      蛭川雅之
    • Organizer
      Business Analytics Seminar
    • Place of Presentation
      University of Sydney, NSW, Australia
    • Related Report
      2013 Research-status Report
    • Invited
  • [Presentation] Family of the Generalized Gamma Kernels: A Generator of Asymmetric Kernels for Nonnegative Data

    • Author(s)
      蛭川雅之
    • Organizer
      研究集会「第15回ノンパラメトリック統計解析とベイズ統計」
    • Place of Presentation
      慶應義塾大学
    • Related Report
      2013 Research-status Report
    • Invited
  • [Presentation] Functional-Coefficient Cointegration Models in the Presence of Deterministic Trends

    • Author(s)
      蛭川雅之
    • Organizer
      経済学研究会(待兼山セミナー)
    • Place of Presentation
      大阪大学
    • Related Report
      2012 Research-status Report
    • Invited
  • [Presentation] Family of Generalized Gamma Kernels: A Generator of Asymmetric Kernels for Nonnegative Data

    • Author(s)
      蛭川雅之
    • Organizer
      Summer Workshop on Economic Theory 2012
    • Place of Presentation
      小樽商科大学
    • Related Report
      2012 Research-status Report
  • [Presentation] Family of Generalized Gamma Kernels: A Generator of Asymmetric Kernels for Nonnegative Data

    • Author(s)
      蛭川雅之
    • Organizer
      応用統計ワークショップ
    • Place of Presentation
      東京大学
    • Related Report
      2012 Research-status Report
    • Invited
  • [Presentation] Family of Generalized Gamma Kernels: A Generator of Asymmetric Kernels for Nonnegative Data

    • Author(s)
      蛭川雅之
    • Organizer
      計量経済学セミナー
    • Place of Presentation
      京都大学
    • Related Report
      2012 Research-status Report
    • Invited
  • [Presentation] Functional-Coefficient Cointegration Models in the Presence of Deterministic Trends

    • Author(s)
      蛭川雅之
    • Organizer
      Asian Meeting of the Econometric Society
    • Place of Presentation
      University of Delhi, India
    • Related Report
      2012 Research-status Report
  • [Presentation] Family of Generalized Gamma Kernels: A Generator of Asymmetric Kernels for Nonnegative Data

    • Author(s)
      蛭川雅之
    • Organizer
      23rd New Zealand Econometric Study Group Meeting
    • Place of Presentation
      University of Auckland, New Zealand
    • Related Report
      2012 Research-status Report
  • [Presentation] Family of Generalized Gamma Kernels: A Generator of Asymmetric Kernels for Nonnegative Data

    • Author(s)
      蛭川雅之
    • Organizer
      Business Analytics Seminar
    • Place of Presentation
      University of Sydney, NSW, Australia
    • Related Report
      2012 Research-status Report
    • Invited
  • [Presentation] Nonparametric Estimation of Scalar Diffusion Models of Interest Rates Using Asymmetric Kernels

    • Author(s)
      蛭川雅之(研究代表者)
    • Organizer
      Quant Workshop(招待講演)
    • Place of Presentation
      Department of Economics, Queen's University, Canada
    • Related Report
      2011 Research-status Report
  • [Presentation] Functional-Coefficient Cointegration Models in the Presence of Deterministic Trends

    • Author(s)
      蛭川雅之(研究代表者)
    • Organizer
      Recent Developments in Statistics, Empirical Finance and Econometrics
    • Place of Presentation
      京都大学
    • Related Report
      2011 Research-status Report
  • [Presentation] Nonparametric Estimation of Scalar Diffusion Models of Interest Rates Using Asymmetric Kernels

    • Author(s)
      蛭川雅之(研究代表者)
    • Organizer
      アカデミックセミナー(招待講演)
    • Place of Presentation
      日本政策投資銀行設備投資研究所
    • Related Report
      2011 Research-status Report
  • [Remarks] 蛭川雅之のホームページ

    • URL

      http://www.setsunan.ac.jp/~hirukawa/

    • Related Report
      2014 Annual Research Report
  • [Remarks] 蛭川雅之のホームページ

    • URL

      http://www.setsunan.ac.jp/~hirukawa/

    • Related Report
      2013 Research-status Report
  • [Remarks] 蛭川雅之のホームページ

    • URL

      http://www.setsunan.ac.jp/~hirukawa/

    • Related Report
      2012 Research-status Report
  • [Remarks] 研究成果は研究代表者のwebページ(

    • URL

      http://www.setsunan.ac.jp/~hirukawa/

    • Related Report
      2011 Research-status Report
  • [Remarks] )で公開されている。

    • Related Report
      2011 Research-status Report

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Published: 2011-08-05   Modified: 2019-07-29  

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