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Ultra high frequency data and lead-lag

Research Project

Project/Area Number 26540011
Research Category

Grant-in-Aid for Challenging Exploratory Research

Allocation TypeMulti-year Fund
Research Field Statistical science
Research InstitutionThe University of Tokyo

Principal Investigator

Yoshida Nakahiro  東京大学, 大学院数理科学研究科, 教授 (90210707)

Co-Investigator(Renkei-kenkyūsha) MASUDA Hiroki  九州大学, 数理学研究院, 教授 (10380669)
UCHIDA Masayuki  大阪大学, 基礎工学研究科, 教授 (70280526)
SHIMIZU Yasutaka  早稲田大学基幹理工学部, 応用数理学科, 教授 (70423085)
KAMATANI Kengo  大阪大学, 基礎工学研究科, 講師 (00569767)
HAYASHI Takaki  慶應義塾大学, 経営管理研究科, 教授 (80420826)
Project Period (FY) 2014-04-01 – 2017-03-31
Project Status Completed (Fiscal Year 2016)
Budget Amount *help
¥3,640,000 (Direct Cost: ¥2,800,000、Indirect Cost: ¥840,000)
Fiscal Year 2015: ¥1,820,000 (Direct Cost: ¥1,400,000、Indirect Cost: ¥420,000)
Fiscal Year 2014: ¥1,820,000 (Direct Cost: ¥1,400,000、Indirect Cost: ¥420,000)
Keywords超高頻度データ / 点過程 / 擬似尤度解析 / リード・ラグ / リミットオーダーブック / 極限定理 / 確率解析 / 統計数学 / 解析学
Outline of Final Research Achievements

An estimator for correlation between two intensity processes was proposed and limit theorems were proved when the intensities diverge under finite time horizon. These results form the basis for lead-lag estimation and price modeling. For a point process regression model, we constructed Quasi Likelihood Analysis based on statistical random fields and polynomial type large deviation inequalities, especially in long-term asymptotics. Models of limit order book dynamics were proposed and fitted to real data.

Report

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

    (34 results)

All 2017 2016 2015 2014 Other

All Int'l Joint Research (2 results) Journal Article (6 results) (of which Int'l Joint Research: 4 results,  Peer Reviewed: 6 results,  Acknowledgement Compliant: 3 results) Presentation (24 results) (of which Int'l Joint Research: 9 results,  Invited: 11 results) Remarks (2 results)

  • [Int'l Joint Research] Ecole CentraleSupelec(フランス)

    • Related Report
      2016 Annual Research Report
  • [Int'l Joint Research] Aarhus University(デンマーク)

    • Related Report
      2016 Annual Research Report
  • [Journal Article] Modelling intensities of order flows in a limit order book2017

    • Author(s)
      I. Muni Toke and N. Yoshida
    • Journal Title

      Quantitative Finance

      Volume: 17 Issue: 5 Pages: 683-701

    • DOI

      10.1080/14697688.2016.1236210

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] Statistical inference for ergodic point processes and application to Limit Order Book2017

    • Author(s)
      S. Clinet and N. Yoshida
    • Journal Title

      Stochastic Processes and Their Applications

      Volume: 印刷中 Issue: 6 Pages: 1800-1839

    • DOI

      10.1016/j.spa.2016.09.014

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Estimation of correlation between latent processes2016

    • Author(s)
      A. Kimura and N. Yoshida
    • Journal Title

      Advanced Modelling in Mathematical Finance: In Honour of Ernst Eberlein

      Volume: 189 Pages: 131-146

    • DOI

      10.1007/978-3-319-45875-5_6

    • ISBN
      9783319458731, 9783319458755
    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] Asymptotic Expansions for Stochastic Processes2016

    • Author(s)
      Nakahiro Yoshida
    • Journal Title

      Rabi N. Bhattacharya: Selected Papers

      Volume: - Pages: 15-32

    • DOI

      10.1007/978-3-319-30190-7_2

    • ISBN
      9783319301884, 9783319301907
    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] The YUIMA Project: A Computational Framework for Simulation and Inference of Stochastic Differential Equations2014

    • Author(s)
      A. Brouste, M. Fukasawa, H. Hino, S. M. Iacus, K. Kamatani, Y. Koike, H. Masuda, R. Nomura, T. Ogihara, Y. Shimizu, M. Uchida, N. Yoshida
    • Journal Title

      Journal of Statistical Software

      Volume: 57, no. 4 Pages: 1-51

    • Related Report
      2014 Research-status Report
    • Peer Reviewed
  • [Journal Article] Quasilikelihood analysis for nonsynchronously observed diffusion processes2014

    • Author(s)
      T. Ogihara and N. Yoshida
    • Journal Title

      Stochastic Processes and their Applications

      Volume: 124, no.9 Issue: 9 Pages: 2954-3008

    • DOI

      10.1016/j.spa.2014.03.014

    • Related Report
      2014 Research-status Report
    • Peer Reviewed
  • [Presentation] Limit order book modeling and quasi likelihood analysis2017

    • Author(s)
      Nakahiro Yoshida
    • Organizer
      Workshop on Stochastic Models, Statistics and Their Applications
    • Place of Presentation
      Humboldt University of Berlin (Germany)
    • Year and Date
      2017-02-21
    • Related Report
      2016 Annual Research Report
    • Invited
  • [Presentation] Applications of the quasi likelihood analysis to point processes2017

    • Author(s)
      吉田朋広
    • Organizer
      ASC2017: Asymptotic Statistics and Computations
    • Place of Presentation
      東京大学駒場キャンパス
    • Year and Date
      2017-02-01
    • Related Report
      2016 Annual Research Report
  • [Presentation] Applications of the quasi-likelihood analysis for point processes to high frequency2016

    • Author(s)
      Nakahiro Yoshida
    • Organizer
      9th International Conference of the ERCIM WG on Computational and Methodological Statistics (CMStatistics 2016)
    • Place of Presentation
      University of Seville (Spain)
    • Year and Date
      2016-12-10
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Martingale expansion revisited2016

    • Author(s)
      吉田朋広
    • Organizer
      Stochastic Analysis and Statistics 4
    • Place of Presentation
      東京大学駒場キャンパス
    • Year and Date
      2016-10-31
    • Related Report
      2016 Annual Research Report
  • [Presentation] Recent developments in asymptotic expansion for non-ergodic systems2016

    • Author(s)
      Nakahiro Yoshida
    • Organizer
      Advances in Statistics for Random Processes
    • Place of Presentation
      University of Maine, Le Mans (France)
    • Year and Date
      2016-09-07
    • Related Report
      2016 Annual Research Report
    • Invited
  • [Presentation] Asymptotic expansion of variations2016

    • Author(s)
      吉田朋広
    • Organizer
      Stochastic Analysis and Statistics 2
    • Place of Presentation
      東京大学駒場キャンパス
    • Year and Date
      2016-08-06
    • Related Report
      2016 Annual Research Report
  • [Presentation] Point processes and limit order book modeling2016

    • Author(s)
      Nakahiro Yoshida
    • Organizer
      World Congress in Probability and Statistics
    • Place of Presentation
      Fields Institute, Toronto (Canada)
    • Year and Date
      2016-07-13
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Statistics for stochastic processes: inferential and probabilistic aspects2016

    • Author(s)
      Nakahiro Yoshida
    • Organizer
      The 4th Institute of Mathematical Statistics Asia Pacific Rim Meeting
    • Place of Presentation
      The Chinese University of Hong Kong (China)
    • Year and Date
      2016-06-30
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Quasi likelihood analysis and limit order book modeling2016

    • Author(s)
      Nakahiro Yoshida
    • Organizer
      Statistical methods for dynamical stochastic models DYNSTOCH 2016
    • Place of Presentation
      University Rennes 2 (France)
    • Year and Date
      2016-06-08
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Asymptotic expansion and estimation of volatility2016

    • Author(s)
      吉田朋広
    • Organizer
      Stochastic Analysis and Statistics 1
    • Place of Presentation
      東京大学駒場キャンパス
    • Year and Date
      2016-04-22
    • Related Report
      2016 Annual Research Report
  • [Presentation] Martingale expansion: its applications and generalizations2016

    • Author(s)
      Nakahiro Yoshida
    • Organizer
      Statistics for Stochastic Processes and Analysis of High Frequency Data V
    • Place of Presentation
      University Pierre and Marie Curie (Paris 6)
    • Year and Date
      2016-03-23
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] Asymptotic expansion of quasi likelihood estimators and model selection for volatility2016

    • Author(s)
      吉田朋広
    • Organizer
      ASC2016: Asymptotic Statistics and Computations
    • Place of Presentation
      東京大学(駒場キャンパス)
    • Year and Date
      2016-02-15
    • Related Report
      2015 Research-status Report
  • [Presentation] Quasi likelihood analysis for ultra high frequency data2015

    • Author(s)
      Nakahiro Yoshida
    • Organizer
      9th Conference of the Asian Regional Section of the IASC (IASC-ARS 2015)
    • Place of Presentation
      National University of Singapore
    • Year and Date
      2015-12-19
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research / Invited
  • [Presentation] Quasi likelihood analysis for ultra high frequency data2015

    • Author(s)
      Nakahiro Yoshida
    • Organizer
      8th International Conference of the ERCIM WG on Computational and Methodological Statistics (CMStatistics 2015)
    • Place of Presentation
      Senate House, University of London
    • Year and Date
      2015-12-13
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research / Invited
  • [Presentation] Ultra high frequency data: construction of quasi likelihood analysis, and some data analysis2015

    • Author(s)
      Nakahiro Yoshida
    • Organizer
      Berlin Meeting on Statistical Analysis of Stochastic Processes
    • Place of Presentation
      Humboldt University
    • Year and Date
      2015-11-06
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] Point processes and ultra high frequency data: limit order book modeling2015

    • Author(s)
      Nakahiro Yoshida
    • Organizer
      大規模統計モデリングと計算統計 II
    • Place of Presentation
      東京大学(駒 場キャンパス),
    • Year and Date
      2015-09-26
    • Related Report
      2015 Research-status Report
  • [Presentation] 点過程の推測理論と超高頻度データのモデ リング2015

    • Author(s)
      吉田朋広
    • Organizer
      2015年度 統計関連学会連合大会
    • Place of Presentation
      岡山大学(津島キャンパス)
    • Year and Date
      2015-09-07
    • Related Report
      2015 Research-status Report
  • [Presentation] Asymptotic statistics and ultra hight frequency data2015

    • Author(s)
      Nakahiro Yoshida
    • Organizer
      Advanced Modelling in Mathematical Finance: A conference in honour of Ernst Eberlein
    • Place of Presentation
      University of Kiel
    • Year and Date
      2015-05-22
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research / Invited
  • [Presentation] On construction of quasi likelihood analysis for ultra high frequency data2015

    • Author(s)
      Nakahiro Yoshida
    • Organizer
      Statistics for Stochastic Processes and Analysis of High Frequency Data IV
    • Place of Presentation
      University Pierre and Marie Curie (Paris 6), France
    • Year and Date
      2015-03-23
    • Related Report
      2014 Research-status Report
  • [Presentation] Ultra high frequency data and statistical inference : back to the continuous-time paradigm2015

    • Author(s)
      Nakahiro Yoshida
    • Organizer
      Statistique Asymptotique des Processus Stochastiques X
    • Place of Presentation
      Universite du Maine, France
    • Year and Date
      2015-03-17
    • Related Report
      2014 Research-status Report
    • Invited
  • [Presentation] 超高頻度データと統計的漸近理論2015

    • Author(s)
      吉田朋広
    • Organizer
      第9回日本統計学会春季集会
    • Place of Presentation
      明治大学(東京都中野区中野)
    • Year and Date
      2015-03-08
    • Related Report
      2014 Research-status Report
  • [Presentation] Estimation of point process regression models2015

    • Author(s)
      Nakahiro Yoshida
    • Organizer
      大規模統計モデリングと計算統計
    • Place of Presentation
      東京大学(東京都目黒区駒場)
    • Year and Date
      2015-02-07
    • Related Report
      2014 Research-status Report
  • [Presentation] 高頻度データ解析における高次極限定理2014

    • Author(s)
      吉田朋広
    • Organizer
      2014年度統計関連学会連合大会
    • Place of Presentation
      東京大学(東京都文京区本郷)
    • Year and Date
      2014-09-16
    • Related Report
      2014 Research-status Report
  • [Presentation] Statistics of volatility: non-ergodic statistics and stochastic analysis2014

    • Author(s)
      Nakahiro Yoshida
    • Organizer
      11th International Vilnius Conference on Probability Theory and Mathematical Statistics
    • Place of Presentation
      Vilnius University, Lithuania
    • Year and Date
      2014-07-02
    • Related Report
      2014 Research-status Report
    • Invited
  • [Remarks] 東京大学大学院数理科学研究科 統計グループ

    • URL

      http://www2.ms.u-tokyo.ac.jp/probstat/

    • Related Report
      2016 Annual Research Report 2015 Research-status Report
  • [Remarks] 東京大学大学院数理科学研究科 統計グループ

    • URL

      http://www2.ms.u-tokyo.ac.jp/probstat/?page_id=15

    • Related Report
      2014 Research-status Report

URL: 

Published: 2014-04-04   Modified: 2023-03-16  

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