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Specification and estimation of financial processes in the presence of intraday seasonality using noisy high-frequency data

Research Project

Project/Area Number 25380266
Research Category

Grant-in-Aid for Scientific Research (C)

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

Principal Investigator

Ishida Isao  甲南大学, 経済学部, 教授 (20361579)

Project Period (FY) 2013-04-01 – 2017-03-31
Project Status Completed (Fiscal Year 2016)
Budget Amount *help
¥4,810,000 (Direct Cost: ¥3,700,000、Indirect Cost: ¥1,110,000)
Fiscal Year 2015: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Fiscal Year 2014: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Fiscal Year 2013: ¥2,600,000 (Direct Cost: ¥2,000,000、Indirect Cost: ¥600,000)
Keywordsボラティリティ / 日中季節性 / 高頻度データ / 資産価格
Outline of Final Research Achievements

This study empirically demonstrates that the continuous-time GARCH-type stochastic volatility model fits de-seasonalized high-frequency intraday observations of the S&P 500 and Nikkei 225 stock indices better than the Heston-type model. However, specification tests reject both models. In light of these empirical results, this study proposes a functional HAR model for predicting future spot volatility paths, which is a functional version of the HAR model for the realized volatility. This new model treats the dynamic movements of the time-varying seasonal components and the spot volatility in an integrated way, and is found to perform better than the existing approaches in terms of predictive accuracy.

Report

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

    (10 results)

All 2016 2015 2014 Other

All Journal Article (4 results) (of which Open Access: 4 results,  Peer Reviewed: 1 results,  Acknowledgement Compliant: 1 results) Presentation (5 results) (of which Int'l Joint Research: 2 results) Book (1 results)

  • [Journal Article] 日経平均スポット・ボラティリティ日次パスの関数ARCHモデリング2016

    • Author(s)
      石田 功
    • Journal Title

      先物・オプションレポート

      Volume: 28 (7) Pages: 1-7

    • Related Report
      2016 Annual Research Report
    • Open Access
  • [Journal Article] 実現測度モーメントGMMによる日経平均株価の連続時間確率ボラティリティ・モデルの推定2016

    • Author(s)
      石田 功
    • Journal Title

      甲南大学経済学論集

      Volume: 56 Pages: 79-86

    • NAID

      120005757255

    • Related Report
      2015 Research-status Report
    • Open Access
  • [Journal Article] Modeling autoregressive processes with moving-quantiles-implied nonlinearity2015

    • Author(s)
      Isao Ishida and Virmantas Kvedaras
    • Journal Title

      Econometrics

      Volume: 3 Issue: 1 Pages: 2-25

    • DOI

      10.3390/econometrics3010002

    • Related Report
      2014 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] 実現測度データによるボラティリティ変動モデルの推定2014

    • Author(s)
      石田 功
    • Journal Title

      先物・オプションレポート

      Volume: 26 Pages: 1-6

    • Related Report
      2014 Research-status Report
    • Open Access
  • [Presentation] Forecasting the daily spot volatility paths of equity indices via functional autoregressive models: An empirical study2016

    • Author(s)
      Isao Ishida
    • Organizer
      10th Inernational Conference on Computational and Financial Econometrics
    • Place of Presentation
      University of Seville, Spain
    • Year and Date
      2016-12-11
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] A GMM-RM estimation of the GARCH jump diffusion model2015

    • Author(s)
      Isao Ishida and Shuichi Nagata
    • Organizer
      9th International Conference on Computational and Financial Econometrics
    • Place of Presentation
      University of London, London, UK
    • Year and Date
      2015-12-14
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] Moment-based estimation of stochastic volatility models in the presence of intraday seasonality2014

    • Author(s)
      Isao Ishida
    • Organizer
      8th International Conference on Computational and Financial Econometrics
    • Place of Presentation
      University of Pisa, ピサ(イタリア)
    • Year and Date
      2014-12-06
    • Related Report
      2014 Research-status Report
  • [Presentation] 実現ボラティリティのモーメントによる確率ボラティリティ・モデルの推定と日中季節性2014

    • Author(s)
      石田 功
    • Organizer
      2014年度統計関連学会連合大会
    • Place of Presentation
      東京大学・本郷キャンパス(東京都文京区)
    • Year and Date
      2014-09-15
    • Related Report
      2014 Research-status Report
  • [Presentation] Moment-based Estimation of Stochastic Volatility Models in the Presence of Intraday Seasonality

    • Author(s)
      石田 功
    • Organizer
      一橋大学経済研究所共同利用・共同研究プロジェクト研究会 Workshop on High-Frequency Data and Financial Econometrics
    • Place of Presentation
      一橋大学
    • Related Report
      2013 Research-status Report
  • [Book] Essays in Nonlinear Time Series Econometrics (第1章分担)2014

    • Author(s)
      Jin Seo Cho, Isao Ishida, Halbert White (第1章分担)(図書編者: Niels-Haldrup, Mika Meitz, Pentti Saikkonen)
    • Publisher
      Oxford University Press
    • Related Report
      2013 Research-status Report

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

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