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Statistical inference for extended models in financial time series

Research Project

Project/Area Number 23330075
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypeSingle-year Grants
Section一般
Research Field Economic statistics
Research InstitutionHiroshima University of Economics

Principal Investigator

MAEKAWA Koichi  広島経済大学, 経済学研究科(研究院), 教授 (20033748)

Co-Investigator(Kenkyū-buntansha) TOKUTSU Yasuyoshi  広島経済大学, 経済学部, 准教授 (30412282)
KAWAI Ken-ichi  別府大学, 国際経済学部, 准教授 (50425831)
MORIMOTO Tkayuki  関西学院大学, 理工学部, 准教授 (80402543)
KATAYAMA Naoya  関西大学, 経済学部, 准教授 (80452720)
NAGATA Shuichi  関西学院大学, 商学部, 助教 (50546893)
Project Period (FY) 2011-04-01 – 2014-03-31
Project Status Completed (Fiscal Year 2013)
Budget Amount *help
¥9,880,000 (Direct Cost: ¥7,600,000、Indirect Cost: ¥2,280,000)
Fiscal Year 2013: ¥2,730,000 (Direct Cost: ¥2,100,000、Indirect Cost: ¥630,000)
Fiscal Year 2012: ¥3,250,000 (Direct Cost: ¥2,500,000、Indirect Cost: ¥750,000)
Fiscal Year 2011: ¥3,900,000 (Direct Cost: ¥3,000,000、Indirect Cost: ¥900,000)
KeywordsNonstandard time series / GARCH error / Error correction model / High frequency data / Structural change / Bootstrap method / Realized volatility / Long memory / 経済時系列分析 / 誤差修正モデル / 構造変化の検定 / 非定常時系列 / ブートストラップ法 / 高頻度データ / GARCHモデル / 長期記憶系列 / ジャンプ過程 / 誤差修正モデル「国際研究者交流」 / 一般化最小2乗法 / 証券市場のバブル 「国際研究者交流」 / 時系列の構造変化 / 多変量GARCH Model / Error Correction Model / Jump過程 / ファイナンス時系列 / 一般化最小2乗法 / 最尤推定法
Research Abstract

We studied problems in statistical analysis of financial time series. Since those problems cannot be dealt with classical statistical theory and methods a new research field in econometrics has emerged. As the results the appropriate theory and methods have been developed for problems concerning to the keyword listed below. But even now we think there remain many unsolved problems for compound problems related to plural keywords, such as estimation problems related to vector error correction model with GARCH error, long memory in GARCH process, structural change in high frequency data, modeling of realized volatility by using high frequency time series and so on. We challenged to such problems and attained some significant results including a proposal of some suitable method to such new problems. In addition we evaluated our theoretical and methodological results by computer simulation and applied them to real data.

Report

(4 results)
  • 2013 Annual Research Report   Final Research Report ( PDF )
  • 2012 Annual Research Report
  • 2011 Annual Research Report

Research Products

(41 results)

All 2014 2013 2012 2011 Other

All Journal Article (21 results) (of which Peer Reviewed: 10 results) Presentation (17 results) Book (3 results)

  • [Journal Article] GARCH誤差項を持つ多変量誤差修正モデルの推定2014

    • Author(s)
      前川功一
    • Journal Title

      商学論究(関西学院大学商学研究会)

      Volume: 61巻3号 Pages: 23-48

    • Related Report
      2013 Final Research Report
  • [Journal Article] GARCH誤差項を持つ多変量誤差修正モデルの推定2014

    • Author(s)
      前川功一
    • Journal Title

      商学論究(関西学院大学)

      Volume: 61 Pages: 23-48

    • Related Report
      2013 Annual Research Report
  • [Journal Article] On a Number theoretic problem by Blanc2013

    • Author(s)
      Kazuaki Kitahara, Takayuki Shimotomai, and Shuichi Nagata
    • Journal Title

      Scientiae Mathematicae Japonicae Online

      Volume: Vol.76 No.2 Pages: 281-287

    • NAID

      10031187818

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] REEXAMINATION OF DYNAMIC BETA INTERNATIONAL CAPM: A SUR WITH GARCH APPROACH2013

    • Author(s)
      Kusdhianto Setiawan
    • Journal Title

      Review of Economic and Business Studies

      Volume: 印刷中

    • Related Report
      2012 Annual Research Report
    • Peer Reviewed
  • [Journal Article] ARFIMAモデルによる長期記憶過程の推定-シミュレーション比較と実証分析2012

    • Author(s)
      得津康義, 前川功一, 永田修一
    • Journal Title

      広島経済大学研究双書

      Volume: 39冊 Pages: 1-34

    • Related Report
      2013 Final Research Report
  • [Journal Article] Consistent Estimation of Integrated Volatility Using Intraday Absolute Returns for SV Jump Diffusion Process2012

    • Author(s)
      Shuichi Nagata
    • Journal Title

      Empirical Economics Letters

      Volume: Vol.11, No.6 Pages: 551-558

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] Predicting Volatility with Realized Absolute2012

    • Author(s)
      Shuichi Nagata
    • Journal Title

      Values : Evidence from the Tokyo Stock Exchange

      Volume: Vol.11, No.6 Pages: 551-558

    • Related Report
      2013 Final Research Report
  • [Journal Article] Edgeworth Approximation of a Finite Sample Distribution for an AR(1) Model with Measurement Error2012

    • Author(s)
      Shuichi Nagata
    • Journal Title

      Open Journal of Statistics

      Volume: Vol.2, No.1 Pages: 383-388

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] Optimal weight for Realized variance Based on Intermittent High-Frequency Data2012

    • Author(s)
      Hiroki Masuda, Takayuki Morimoto
    • Journal Title

      Japanese Economic Review

      Volume: Vol.63, No.4 Pages: 497-527

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] Chi-Squared Portmanteau Tests for structural VARMA models with uncorrelated errors2012

    • Author(s)
      Naoya Katayama
    • Journal Title

      Journal of time Series Analysis

      Volume: Vol.33, No.6 Pages: 863-872

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] Two Tests for Jumps in High Freqency Financial Time Series: Simulation and Empirical Application2012

    • Author(s)
      Koichi Maekawa
    • Journal Title

      HUE Journal of Economics and Business

      Volume: 35巻1号 Pages: 11-20

    • Related Report
      2012 Annual Research Report
  • [Journal Article] OPTIMAL WEIGHT FOR REALIZED VARIANCE BASED ON INTERMITTENT HIGH-FREQUENCY DATA2012

    • Author(s)
      H. Masuda
    • Journal Title

      Japanese Economic Review

      Volume: 63巻4号 Pages: 497-527

    • Related Report
      2012 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Edgeworth Approximation of a Finite Sample Distribution for an AR(1) Model with Measurement Error2012

    • Author(s)
      S. Nagata
    • Journal Title

      Open Journal of Statistics

      Volume: 2巻1号 Pages: 383-388

    • Related Report
      2012 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Consistent Estimation of Integrated Volatility Using Intraday Absolute Returns for SV Jump Diffusion Processes2012

    • Author(s)
      S. Nagata
    • Journal Title

      Economics Bulletin

      Volume: 32巻1号 Pages: 306-314

    • Related Report
      2012 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Predicting Volatility with Realized Absolute Values: Evidence from the Tokyo Stock Exchange2012

    • Author(s)
      S. Nagata
    • Journal Title

      Empirical Economics Letters

      Volume: 11巻6号 Pages: 551-558

    • Related Report
      2012 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Estimation of Vector Error Correction Model with GARCH Errors-Simulation study-2012

    • Author(s)
      Koichi Maekawa, Kusdhianto Setiawan
    • Journal Title

      広島経済大学研究双書

      Volume: 39冊 Pages: 35-65

    • Related Report
      2011 Annual Research Report
  • [Journal Article] ARFIMAモデルによる長期記憶性の推定-シミュレーション比較と実証分析2012

    • Author(s)
      前川功一、得津康義、永田修一
    • Journal Title

      広島経済大学研究双書

      Volume: 39冊 Pages: 1-33

    • Related Report
      2011 Annual Research Report
  • [Journal Article] 原資産がfBmに従う場合のオプション評価について2012

    • Author(s)
      森本孝之
    • Journal Title

      広島経済大学研究双書

      Volume: 39冊 Pages: 143-162

    • Related Report
      2011 Annual Research Report
  • [Journal Article] 情報流入回数と株価変動との関係2012

    • Author(s)
      得津康義
    • Journal Title

      広島経済大学研究双書

      Volume: 39冊 Pages: 67-88

    • Related Report
      2011 Annual Research Report
  • [Journal Article] かばん検定の新展開2012

    • Author(s)
      片山直也
    • Journal Title

      広島経済大学研究双書

      Volume: 39冊 Pages: 163-173

    • Related Report
      2011 Annual Research Report
  • [Journal Article] 観測誤差を含む時系列モデルにおける推定量の比較2011

    • Author(s)
      得津康義
    • Journal Title

      広島経済大学経済研究論集

      Volume: 第34巻2号 Pages: 23-28

    • NAID

      120005377523

    • Related Report
      2011 Annual Research Report
  • [Presentation] Forecasting Financial Market Volatility Using a Dynamic Topic Model2014

    • Author(s)
      森本孝之
    • Organizer
      第40回ジャフィー大会
    • Place of Presentation
      慶應義塾大学
    • Year and Date
      2014-01-10
    • Related Report
      2013 Final Research Report
  • [Presentation] Estimation of Vector Error Correction Model with GARCH error : Monte Carlo Simulation and Application2014

    • Author(s)
      Kusdhianto Setiawan and Koichi Maekawa
    • Organizer
      International Conference on Economic Modeling 2014
    • Place of Presentation
      Bali, Indonesia
    • Related Report
      2013 Final Research Report
  • [Presentation] Confidence Interval for a structural break point by bootstrap method2014

    • Author(s)
      Setya H. Amirullah and Koichi Maekawa
    • Organizer
      International Conference on Fiance and Financial Econometrics & Engineering
    • Place of Presentation
      明治大学
    • Related Report
      2013 Final Research Report
  • [Presentation] Bootstrapping Confidence Interval of the Change-Point of Time Series with GARCH Errors2014

    • Author(s)
      Setya H. Amirullah
    • Organizer
      Workshop on High-frequency Data and Financial Econometrics
    • Place of Presentation
      一橋大学
    • Related Report
      2013 Annual Research Report 2013 Final Research Report
  • [Presentation] Estimation of Vector Error Correction Model with Garch Errors: Monte Carlo Simulation and Applications2014

    • Author(s)
      Kusdhianto Setiawan and Koichi Maekawa
    • Organizer
      EcoMod2014
    • Place of Presentation
      Bali, Indonesia
    • Related Report
      2013 Annual Research Report
  • [Presentation] A self normalization based change point test2014

    • Author(s)
      片山直也
    • Organizer
      ファイナンス時系列研究会
    • Place of Presentation
      広島経済大学
    • Related Report
      2013 Annual Research Report
  • [Presentation] Eatimation of vector error correction model with GARCH errors2012

    • Author(s)
      Koichi Maekawa and Kusdhianto Setiawan
    • Organizer
      SMU-ESSEC Symposium on Empirical Finance & Econometrics
    • Place of Presentation
      Singapore Management University
    • Year and Date
      2012-07-09
    • Related Report
      2013 Final Research Report
  • [Presentation] Estimation of Vector Error Correction Model with GARCH Errors-Simulation study-2012

    • Author(s)
      Koichi Maekawa, Kusdhianto Setiawan
    • Organizer
      HU-HUE-SKBI Conference on Economics Development and the Asian Financial Market
    • Place of Presentation
      Singapore Management University, Singapore
    • Year and Date
      2012-03-29
    • Related Report
      2011 Annual Research Report
  • [Presentation] Volatility Forecast Comparison with Biased Proxy, University of Delhi2012

    • Author(s)
      Shuichi Nagata and K. Oya
    • Organizer
      The Asian Meeting of Econometric Society
    • Place of Presentation
      India
    • Related Report
      2013 Final Research Report
  • [Presentation] A robust estimation of large dimensional integrated2011

    • Author(s)
      Takayuki Morimoto
    • Organizer
      covariance using random matrix theory
    • Place of Presentation
      大阪大学
    • Year and Date
      2011-10-28
    • Related Report
      2013 Final Research Report
  • [Presentation] Consistent Estimation of Integrated Volatility Using Intraday Absolute Returns for SV Jump Diffusion Processes2011

    • Author(s)
      Shuichi Nagata
    • Organizer
      The Second International Conference "High Frequency Data Analysis in Financial Markets"
    • Place of Presentation
      大阪大学
    • Year and Date
      2011-10-28
    • Related Report
      2013 Final Research Report
  • [Presentation] Consistent Estimation of Integrated Volatility Using Intraday Absolute Returns for SV Jump Diffusion Processes2011

    • Author(s)
      Shuichi Nagata
    • Organizer
      5th CSDA International Conference on Computational and Financial Econometrics
    • Place of Presentation
      University of London
    • Related Report
      2013 Final Research Report
  • [Presentation] Confidence interval for a structural break point by bootstrap method

    • Author(s)
      Setya H.Amirullah and Koichi Maekawa
    • Organizer
      International Conference on Finance and Financial Econometrics & Engineering
    • Place of Presentation
      明治大学
    • Related Report
      2013 Annual Research Report
  • [Presentation] Bootstrapping Confidence Interval of Single Change Point in Time Series Regression Model(2)

    • Author(s)
      Amirullah Setya Hardi and Koichi Maekawa
    • Organizer
      SMU-NTU-HUE-HU International Conference on Economics and Econometrics
    • Place of Presentation
      広島大学
    • Related Report
      2013 Annual Research Report
  • [Presentation] ESTIMATION OF VECTOR ERROR CORRECTION MODEL WITH GARCH ERRORS: MONTE CARLO SIMULATION AND APPLICATIONS

    • Author(s)
      Kusdhianto Setiawan
    • Organizer
      The Third International Conference on High-Frequency Data Analysis in Financial Markets
    • Place of Presentation
      広島経済大学
    • Related Report
      2012 Annual Research Report
  • [Presentation] Estimation of Vector Error Correction Model with GARCH Errors: A Simulation Study

    • Author(s)
      Koichi Maekawa
    • Organizer
      SMU-ESSEC Symposium on Empirical Finance & Financial Econometrics
    • Place of Presentation
      Singapore Management University, Singapore
    • Related Report
      2012 Annual Research Report
  • [Presentation] Volatility Forecast Comparison with Biased Proxy and Related Test Statistic

    • Author(s)
      Shuichi Nagata
    • Organizer
      The Asian Meeting of Econometric Society 2012
    • Place of Presentation
      Delhi, India
    • Related Report
      2012 Annual Research Report
  • [Book] 経済・経営系のためのよくわかる統計学2014

    • Author(s)
      前川功一、得津義康、河合研一
    • Total Pages
      168
    • Publisher
      朝倉書店
    • Related Report
      2013 Annual Research Report
  • [Book] 金融時系列分析の理論と応用2012

    • Author(s)
      前川功一, 得津康義
    • Total Pages
      205
    • Publisher
      広島経済大学地域経済研究所
    • Related Report
      2013 Final Research Report
  • [Book] 金融時系列分析の理論と応用2012

    • Author(s)
      前川功一・得津康義(編著)
    • Total Pages
      205
    • Publisher
      広島経済大学地域経済研究所
    • Related Report
      2011 Annual Research Report

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Published: 2011-04-05   Modified: 2019-07-29  

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