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Investigation of Long Memory Property in Realized Volatility

Research Project

Project/Area Number 16K03603
Research Category

Grant-in-Aid for Scientific Research (C)

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

Principal Investigator

Asai Manabu  創価大学, 経済学部, 教授 (90319484)

Project Period (FY) 2016-04-01 – 2019-03-31
Project Status Completed (Fiscal Year 2018)
Budget Amount *help
¥1,950,000 (Direct Cost: ¥1,500,000、Indirect Cost: ¥450,000)
Fiscal Year 2018: ¥650,000 (Direct Cost: ¥500,000、Indirect Cost: ¥150,000)
Fiscal Year 2017: ¥650,000 (Direct Cost: ¥500,000、Indirect Cost: ¥150,000)
Fiscal Year 2016: ¥650,000 (Direct Cost: ¥500,000、Indirect Cost: ¥150,000)
Keywords実現ボラティリティ / 長期記憶 / 計量ファイナンス
Outline of Final Research Achievements

In recent years, in the analysis of financial markets, utilization of high-frequency data such as data observed every minute and tick data recorded for each transaction has attracted attention. This data can be used to obtain "realized volatility" as an estimate of the daily changing volatility. This realized volatility is used to predict the risk of financial assets. In this study, I have extended volatility models in various ways using recent researches in the field of time series analysis. As a result, the new models showed improvement on forecasting. The research results are summarized in eight articles.

Academic Significance and Societal Importance of the Research Achievements

例えば、日経新聞社は日経225株価指数のボラティリティとして、日経RVを公表している。実現ボラティリティについて、その変動特性を明らかにすることは単に研究者の間だけでなく、金融実務家にとっても重要なことである。また、この研究成果の一つとして、モデルの推定と予測を比較的簡単に行えるように、カルマン・フィルターによる推定方法について検討し、その有用性を示した。

Report

(4 results)
  • 2018 Annual Research Report   Final Research Report ( PDF )
  • 2017 Research-status Report
  • 2016 Research-status Report
  • Research Products

    (20 results)

All 2019 2018 2017 2016 Other

All Int'l Joint Research (4 results) Journal Article (8 results) (of which Int'l Joint Research: 7 results,  Peer Reviewed: 8 results,  Open Access: 3 results,  Acknowledgement Compliant: 1 results) Presentation (8 results) (of which Int'l Joint Research: 7 results,  Invited: 1 results)

  • [Int'l Joint Research] National Chung Hsing University/National Tsing Hua University(台湾)

    • Related Report
      2017 Research-status Report
  • [Int'l Joint Research] University of Sydney(オーストラリア)

    • Related Report
      2017 Research-status Report
  • [Int'l Joint Research] Erasmus University Rotterdam(オランダ)

    • Related Report
      2017 Research-status Report
  • [Int'l Joint Research] シドニー大学(オーストラリア)

    • Related Report
      2016 Research-status Report
  • [Journal Article] A Simulation Smoother for Long Memory Time Series with Correlated and Heteroskedastic Additive Noise2019

    • Author(s)
      Manabu Asai, and Mike K.P. So
    • Journal Title

      Communications in Statistics - Simulation and Computation

      Volume: 掲載決定/電子版公開中 Issue: 2 Pages: 1-13

    • DOI

      10.1080/03610918.2018.1554120

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Realized Stochastic Volatility Models with Generalized Gegenbauer Long Memory2019

    • Author(s)
      Manabu Asai, Michael McAleer, and Shelton Peiris
    • Journal Title

      Econometrics and Statistics

      Volume: 掲載決定/電子版公開中 Pages: 1-12

    • DOI

      10.1016/j.ecosta.2018.12.005

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] カルマン・フィルターによるRealized Stochastic Volatilityモデルの擬似最尤推定について2019

    • Author(s)
      浅井 学
    • Journal Title

      日本統計学会誌 シリーズJ

      Volume: 48 Pages: 215-238

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Realized stochastic volatility with general asymmetry and long memory2017

    • Author(s)
      Manabu Asai, Chia-Lin Chang, and Michael McAleer
    • Journal Title

      Journal of Econometrics

      Volume: 199 Issue: 2 Pages: 202-212

    • DOI

      10.1016/j.jeconom.2017.05.010

    • Related Report
      2017 Research-status Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Forecasting the volatility of Nikkei 225 futures2017

    • Author(s)
      Manabu Asai and Michael McAleer
    • Journal Title

      Journal of Futures Markets

      Volume: 37 Issue: 11 Pages: 1141-1152

    • DOI

      10.1002/fut.21847

    • Related Report
      2017 Research-status Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Estimating and Forecasting Generalized Fractional Long Memory Stochastic Volatility Models2017

    • Author(s)
      Shelton Peiris, Manabu Asai, and Michael McAleer
    • Journal Title

      Journal of Risk and Financial Management

      Volume: 10 Issue: 4 Pages: 1-16

    • DOI

      10.3390/jrfm10040023

    • Related Report
      2017 Research-status Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Asymptotic Theory for Extended Asymmetric Multivariate GARCH Processes2017

    • Author(s)
      Manabu Asai and Michael McAleer
    • Journal Title

      International Journal of Statistics and Probability

      Volume: 6 Issue: 6 Pages: 13-23

    • DOI

      10.5539/ijsp.v6n6p13

    • Related Report
      2017 Research-status Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Generalized Fractional Processes with Long Memory and Time Dependent Volatility Revisited2016

    • Author(s)
      Shelton Peiris and Manabu Asai
    • Journal Title

      Econometrics

      Volume: 4 Issue: 3 Pages: 1-22

    • DOI

      10.3390/econometrics4030037

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Open Access / Int'l Joint Research / Acknowledgement Compliant
  • [Presentation] Realized Stochastic Volatility Models with Generalized Gegenbauer Long Memory2018

    • Author(s)
      Manabu Asai
    • Organizer
      The 2nd International Conference on Econometrics and Statistics
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Realized Matrix-Exponential Stochastic Volatility with General Asymmetry, Long Memory and Spillovers2018

    • Author(s)
      Manabu Asai
    • Organizer
      The 14th International Symposium on Econometric Theory and Applications
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Realized Matrix-Exponential Stochastic Volatility with General Asymmetry, Long Memory and Spillovers2018

    • Author(s)
      Manabu Asai
    • Organizer
      Time Series Analysis of Higher Moments and Distributions of Financial Data
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 実現ボラティリティのモデル化と推定・予測について2018

    • Author(s)
      浅井 学
    • Organizer
      日本統計学会連合大会
    • Related Report
      2018 Annual Research Report
  • [Presentation] Realized Asymmetric Long Memory Stochastic Volatility Models2017

    • Author(s)
      Manabu Asai
    • Organizer
      The 1st International Conference on Econometrics and Statistics
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] Realized Matrix-Exponential Stochastic Volatility with Asymmetry, Long Memory and Spillovers2017

    • Author(s)
      Manabu Asai
    • Organizer
      The 70th European Meeting of Econometric Society
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] Bayesian Analysis of Alternative Long Memory Stochastic Volatility Models Using Realized Volatility Measure2016

    • Author(s)
      Manabu Asai
    • Organizer
      The 10th International Conference on Computational and Financial Econometrics
    • Place of Presentation
      セビーリャ・スペイン
    • Year and Date
      2016-12-09
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] Bayesian Analysis of Alternative Long Memory Stochastic Volatility Models Using Realized Volatility Measure2016

    • Author(s)
      Manabu Asai
    • Organizer
      International Society for Bayesian Analysis 2016 World Meeting
    • Place of Presentation
      サルディーニャ・イタリア
    • Year and Date
      2016-06-13
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research / Invited

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Published: 2016-04-21   Modified: 2022-02-22  

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