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A study on the volatility dynamics and trading system structural changes using high frequency data.

Research Project

Project/Area Number 26780134
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeMulti-year Fund
Research Field Economic statistics
Research InstitutionOsaka University (2015)
Hitotsubashi University (2014)

Principal Investigator

Ishihara Tsunehiro  大阪大学, 数理・データ科学教育研究センター, 特任講師(常勤) (60609072)

Project Period (FY) 2014-04-01 – 2016-03-31
Project Status Completed (Fiscal Year 2015)
Budget Amount *help
¥2,340,000 (Direct Cost: ¥1,800,000、Indirect Cost: ¥540,000)
Fiscal Year 2015: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Fiscal Year 2014: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Keywords計量ファイナンス / ベイズデータ解析 / 確率的ボラティリティ変動モデル / 構造変化 / 実現ボラティリティ / ボラティリティ変動モデル / ベイズ統計分析 / ボラティリティモデル
Outline of Final Research Achievements

The daily volatility is used as an indicator of the magnitude of the daily price change of stock return, and as a scale of market risk. We extend the stochastic volatility model to study the relation between the daily volatility dynamics and the trading system changes. We incorporated realized volatility, which is the estimator calculated using intradaily high frequency data.
We propose a method to decompose return dynamics into several components using several different realized volatility measurements. In the Japanese dataset, we cannot find the drastic change in the level of the daily volatility between before and after a high-frequency trading system introduction.

Report

(3 results)
  • 2015 Annual Research Report   Final Research Report ( PDF )
  • 2014 Research-status Report
  • Research Products

    (12 results)

All 2016 2015 2014

All Journal Article (4 results) (of which Peer Reviewed: 4 results,  Acknowledgement Compliant: 3 results,  Open Access: 3 results) Presentation (8 results) (of which Int'l Joint Research: 3 results)

  • [Journal Article] 景気循環の計量分析:サーベイと日本の景気動向指数への応用2016

    • Author(s)
      石原庸博, 渡部敏明
    • Journal Title

      経済研究

      Volume: 66 Pages: 154-158

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Matrix exponential stochastic volatility with cross leverage2015

    • Author(s)
      Tsunehiro Ishihara, Yasuhiro Omori and Manabu Asai
    • Journal Title

      Computational Statistics & Data Analysis

      Volume: 印刷中 Pages: 331-350

    • DOI

      10.1016/j.csda.2014.10.012

    • Related Report
      2014 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] 一般化したRealized Stochastic Volatility モデルの推定-Nikkei 225収益率・実現ボラティリティの暦効果への応用―2015

    • Author(s)
      石原庸博
    • Journal Title

      経済研究

      Volume: 66 Pages: 1-18

    • Related Report
      2014 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] 景気循環の計量分析―サーベイと日本の景気動向指数への応用―2015

    • Author(s)
      石原庸博, 渡部敏明
    • Journal Title

      経済研究

      Volume: 66 Pages: 145-168

    • Related Report
      2014 Research-status Report
    • Peer Reviewed / Open Access
  • [Presentation] Realized Stochastic Volatility Model with Multiple Different Realized Measures2016

    • Author(s)
      Tsunehiro Ishihara
    • Organizer
      4th Symposium on 'Financial Engineering and ERM'/ CFEE
    • Place of Presentation
      一橋大学(東京都国立市)
    • Year and Date
      2016-03-08
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Realized Stochastic Volatility Model with Multiple Different Realized Measures2015

    • Author(s)
      Tsunehiro Ishihara
    • Organizer
      9th International Conference on Computational and Financial Econometrics (CFE 2015)
    • Place of Presentation
      ロンドン大学(イギリス)
    • Year and Date
      2015-12-13
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Realized Stochastic Volatility モデルの多変量への拡張2015

    • Author(s)
      石原庸博
    • Organizer
      大規模統計モデリングと計算統計II
    • Place of Presentation
      東京大学(東京都目黒区)
    • Year and Date
      2015-09-25
    • Related Report
      2015 Annual Research Report
  • [Presentation] Matrix Exponential Realized Stochastic Volatility Model2015

    • Author(s)
      Tsunehiro Ishihara
    • Organizer
      HSI Workshop “Frontiers in Financial Econometrics”(国際学会)
    • Place of Presentation
      一橋大学(東京都国立市)
    • Year and Date
      2015-08-05
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] A multivariate realized stochastic volatility model with leverage effects2015

    • Author(s)
      Tsunehiro Ishihara
    • Organizer
      第3回 研究集会「金融工学からERMへ」
    • Place of Presentation
      一橋大学(東京都国立市)
    • Year and Date
      2015-03-04
    • Related Report
      2014 Research-status Report
  • [Presentation] A multivariate realized stochastic volatility model: A matrix exponential specification2015

    • Author(s)
      Tsunehiro Ishihara
    • Organizer
      Recent Developments on Bayesian Econometric Methods and Applications
    • Place of Presentation
      慶應義塾大学(東京都港区)
    • Year and Date
      2015-02-08
    • Related Report
      2014 Research-status Report
  • [Presentation] 一般化Realized Stochastic Volatility モデルの推定と応用2014

    • Author(s)
      石原庸博
    • Organizer
      日本統計関連学会連合大会
    • Place of Presentation
      東京大学(東京都文京区)
    • Year and Date
      2014-09-15
    • Related Report
      2014 Research-status Report
  • [Presentation] Portfolio Optimization using Dynamic Factor and Stochastic Volatility: Evidence on Fat-tailed Error and Leverage2014

    • Author(s)
      Tsunehiro Ishihara
    • Organizer
      ISBA2014 world meeting
    • Place of Presentation
      Cancun Convention Center カンクン(メキシコ)
    • Year and Date
      2014-07-16
    • Related Report
      2014 Research-status Report

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Published: 2014-04-04   Modified: 2017-05-10  

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