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A research on the market microstructure of financial markets by using high frequency data

Research Project

Project/Area Number 19730159
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeSingle-year Grants
Research Field Economic statistics
Research InstitutionHitotsubashi University

Principal Investigator

MORIMOTO Takayuki  Hitotsubashi University, 理工学部, 専任講師 (80402543)

Project Period (FY) 2007 – 2010
Project Status Completed (Fiscal Year 2010)
Budget Amount *help
¥3,640,000 (Direct Cost: ¥3,100,000、Indirect Cost: ¥540,000)
Fiscal Year 2010: ¥780,000 (Direct Cost: ¥600,000、Indirect Cost: ¥180,000)
Fiscal Year 2009: ¥780,000 (Direct Cost: ¥600,000、Indirect Cost: ¥180,000)
Fiscal Year 2008: ¥780,000 (Direct Cost: ¥600,000、Indirect Cost: ¥180,000)
Fiscal Year 2007: ¥1,300,000 (Direct Cost: ¥1,300,000)
Keywords市場のミクロ構造ノイズ / 高頻度データ / 実現ボラティリティ / 実現共分散行列 / Lee-Mykland統計量 / 価格変化における飛躍(ジャンプ) / ランダム行列 / Tracy-Widom分布 / 高頻度金融データ / ランダム行列理論 / 市場のミクロ構造 / realized multipower variation / Lee and Mykland(2008)統計量 / 市場への情報流入(ニュース) / Lee and Mykland(2007)統計量
Research Abstract

First, I studied jumps in financial markets. To analyze information inflow and its impact on the markets, I covered events such as the attacks of September 11 2001, the open market operations of the Federal Reserve Board, and the Bank of Japan intervention. Second, I studied an efficient technique for removing "market micro structure noise" induced by sampling high-frequency data. It was well-known that the noise caused covariance estimators to be biased. Therefore, I proposed a statistical hypothesis testing to filter the noise by focusing on an asymptotic property of the maximum eigenvalues of random matrices.

Report

(6 results)
  • 2010 Annual Research Report   Final Research Report ( PDF )
  • 2009 Annual Research Report   Self-evaluation Report ( PDF )
  • 2008 Annual Research Report
  • 2007 Annual Research Report
  • Research Products

    (21 results)

All 2010 2009 2008 2007 Other

All Journal Article (10 results) (of which Peer Reviewed: 7 results) Presentation (11 results)

  • [Journal Article] A Note on a Statistical Hypothesis Testing for Removing Noise by the Random Matrix Theory and Its Application to Co-Volatility Matrices In Recent Advances in Financial Engineering 2009 : Proceedings of the KIER-TMU International Workshop on Financial Engineering 20092010

    • Author(s)
      森本孝之, 橘完太
    • Journal Title

      Singapore : World Scientific

      Pages: 203-217

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] A Note on a Statistical Hypothesis Testing for Removing Noise by the Random Matrix Theory and Its Application to Co-Volatility Matrices2010

    • Author(s)
      森本孝之, 橘完太
    • Journal Title

      The proceedings of KIER-TMU International Workshop on Financial Engineering 2009 (印刷中)

    • NAID

      110007338655

    • Related Report
      2009 Self-evaluation Report
    • Peer Reviewed
  • [Journal Article] 灯油の3つの商品先物の高頻度データによるクロス相関分析2010

    • Author(s)
      程島次郎, 森本孝之, 原油, ガソリン
    • Journal Title

      日本商品先物振興協会「先物取引研究」 (印刷中)

    • Related Report
      2009 Self-evaluation Report
  • [Journal Article] A Note on a Statistical Hypothesis Testing for Removing Noise by the Random Matrix Theory and Its Application to Co-Volatility Matrices2010

    • Author(s)
      森本孝之
    • Journal Title

      The proceedings of KIER-TMU International Workshop on Financial Engineering 2009 (印刷中)

    • NAID

      110007338655

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 高頻度データ系列におけるジャンプ検出の実証分析2009

    • Author(s)
      増田弘毅, 森本孝之
    • Journal Title

      日本統計学会和文誌 Vol.39

      Pages: 33-63

    • NAID

      110007482353

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] 高頻度データ系列におけるジャンプ検出の実証分析2009

    • Author(s)
      増田弘毅, 森本孝之
    • Journal Title

      日本統計学会和文誌 39

      Pages: 33-63

    • NAID

      110007482353

    • Related Report
      2009 Self-evaluation Report
    • Peer Reviewed
  • [Journal Article] 高頻度データ系列におけるジャンプ検出の実証分析2009

    • Author(s)
      増田弘毅
    • Journal Title

      日本統計学会和文誌 39

      Pages: 33-63

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 原油, ガソリン, 灯油の3つの商品先物の高頻度データによるクロス相関分析2009

    • Author(s)
      程島次郎
    • Journal Title

      日本商品先物振興協会「先物取引研究」 第12巻(印刷中)

    • Related Report
      2008 Annual Research Report
  • [Journal Article] 高頻度データ系列におけるジャンプ検出の実証分析2009

    • Author(s)
      増田弘毅
    • Journal Title

      日本統計学会和文誌 第39巻(印刷中)

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 原油,ガソリン,灯油の3つの商品先物の高頻度データによるクロス相関分析

    • Author(s)
      程島次郎, 森本孝之
    • Journal Title

      先物取引研究(日本商品先物振興協会) 印刷中

    • Related Report
      2010 Final Research Report
  • [Presentation] Robust Estimation of Covariance Matrices Contaminated with Noise Using Random Matrix Theory2010

    • Author(s)
      森本孝之
    • Organizer
      2010年度統計関連学会連合大会
    • Place of Presentation
      早稲田大学早稲田キャンパス7号館(東京都新宿区)
    • Year and Date
      2010-09-08
    • Related Report
      2010 Final Research Report
  • [Presentation] Robust Estimation of Covariance Matrices Contaminated with Noise Using Random Matrix Theory2010

    • Author(s)
      森本孝之
    • Organizer
      2010年度統計関連学会連合大会
    • Place of Presentation
      早稲田大学早稲田キャンパス7号館
    • Year and Date
      2010-09-08
    • Related Report
      2010 Annual Research Report
  • [Presentation] A Note on a Statistical Hypothesis Testing for Removing Noise by The Random Matrix Theory, and its Application to Co-volatility Matrices2009

    • Author(s)
      森本孝之
    • Organizer
      KIER-TMU International Workshop on Financial Engineering 2009
    • Place of Presentation
      大手町サンケイプラザ(東京都千代田区)
    • Year and Date
      2009-08-04
    • Related Report
      2010 Final Research Report
  • [Presentation] A Note on a Statistical Hypothesis Testing for Removing Noise by The Random Matrix Theory, and its Application to Co-volatility Matrices2009

    • Author(s)
      森本孝之
    • Organizer
      KIER-TMU International Workshop on Financial Engineering 2009
    • Place of Presentation
      Otemachi Sankei Plaza, Tokyo
    • Year and Date
      2009-08-04
    • Related Report
      2009 Annual Research Report
  • [Presentation] ランダム行列によるノイズ除去の統計的仮説検定とその共ボラティリティへの適用2009

    • Author(s)
      森本孝之
    • Organizer
      第26回応用経済時系列研究会・研究報告会
    • Place of Presentation
      情報・システム研究機構 統計数理研究所 講堂(東京都港区)
    • Year and Date
      2009-06-27
    • Related Report
      2010 Final Research Report
  • [Presentation] ランダム行列によるノイズ除去の統計的仮説検定とその共ボラティリティへの適用2009

    • Author(s)
      森本孝之
    • Organizer
      第26回応用経済時系列研究会・研究報告会
    • Place of Presentation
      情報・システム研究機構統計数理研究所(東京都港区)
    • Year and Date
      2009-06-27
    • Related Report
      2009 Self-evaluation Report
  • [Presentation] ランダム行列によるノイズ除去の統計的仮説検定とその共ボラティリティへの適用2009

    • Author(s)
      森本孝之
    • Organizer
      第26回応用経済時系列研究会・研究報告会
    • Place of Presentation
      情報・システム研究機構 統計数理研究所 講堂
    • Year and Date
      2009-06-27
    • Related Report
      2009 Annual Research Report
  • [Presentation] 原油,ガソリン,灯油の3つの商品先物の高頻度データによるクロス相関分析2008

    • Author(s)
      森本孝之
    • Organizer
      2008年度統計関連学会連合大会
    • Place of Presentation
      慶應義塾大学 矢上キャンパス(横浜市港北区)
    • Year and Date
      2008-09-09
    • Related Report
      2010 Final Research Report
  • [Presentation] 原油, ガソリン, 灯油の3つの商品先物の高頻度データによるクロス相関分析2008

    • Author(s)
      森本孝之
    • Organizer
      2008年度統計関連学会連合大会
    • Place of Presentation
      慶應義塾大学 矢上キャンパス横浜市港北区
    • Year and Date
      2008-09-09
    • Related Report
      2008 Annual Research Report
  • [Presentation] An optimal weight for realized variance based on intermittent high-frequency data2007

    • Author(s)
      森本孝之
    • Organizer
      2007年度統計関連学会連合大会
    • Place of Presentation
      神戸大学(神戸市灘区)
    • Year and Date
      2007-09-07
    • Related Report
      2010 Final Research Report 2009 Self-evaluation Report
  • [Presentation] An optimal weight for realized variance based on intermittent high-frequency data2007

    • Author(s)
      森本 孝之
    • Organizer
      2007年度統計関連学会連合大会
    • Place of Presentation
      神戸大学 神戸市灘区
    • Year and Date
      2007-09-07
    • Related Report
      2007 Annual Research Report

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Published: 2007-04-01   Modified: 2016-04-21  

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