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Sampling problems for diffusion processes and their applications

Research Project

Project/Area Number 24654024
Research Category

Grant-in-Aid for Challenging Exploratory Research

Allocation TypeMulti-year Fund
Research Field General mathematics (including Probability theory/Statistical mathematics)
Research InstitutionOsaka University

Principal Investigator

UCHIDA Masayuki  大阪大学, 基礎工学研究科, 教授 (70280526)

Project Period (FY) 2012-04-01 – 2015-03-31
Project Status Completed (Fiscal Year 2014)
Budget Amount *help
¥3,900,000 (Direct Cost: ¥3,000,000、Indirect Cost: ¥900,000)
Fiscal Year 2014: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Fiscal Year 2013: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Fiscal Year 2012: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Keywords統計数学 / 確率微分方程式
Outline of Final Research Achievements

We consider the adaptive estimation, adaptive test statistics, adaptive model selection problem and non-linear discriminant analysis of diffusion type processes defined by stochastic differential equations. The discrete observations we treat are not only high frequency data but middle frequency data which satisfy a general condition of the sample size and the discretization step. For parametric inference of diffusion type processes, there are two kinds of statistical methods. One is the simultaneous inference of drift and volatility parameters. The other is adaptive inference, which means that we estimate volatility parameter first and then estimate drift parameter since the convergence rate of the volatility estimator is faster than that of the drift estimator. The simulation studies show that the performance of the adaptive statistics is stable compared with the simultaneous statistics.

Report

(4 results)
  • 2014 Annual Research Report   Final Research Report ( PDF )
  • 2013 Research-status Report
  • 2012 Research-status Report
  • Research Products

    (19 results)

All 2015 2014 2013 2012 Other

All Journal Article (7 results) (of which Peer Reviewed: 7 results,  Acknowledgement Compliant: 4 results) Presentation (12 results) (of which Invited: 5 results)

  • [Journal Article] AIC type statistics for discretely observed ergodic diffusion processes2015

    • Author(s)
      Takayuki Fujii and Masayuki Uchida
    • Journal Title

      Statistical Inference for Stochastic Processes

      Volume: 17 Issue: 3 Pages: 267-282

    • DOI

      10.1007/s11203-014-9101-x

    • Related Report
      2014 Annual Research Report 2013 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Hybrid multi-step estimators for stochastic differential equations based on sampled data2015

    • Author(s)
      Kengo Kamatani and Masayuki Uchida
    • Journal Title

      Statistical Inference for Stochastic Processes

      Volume: 未定 Issue: 2 Pages: 0-0

    • DOI

      10.1007/s11203-014-9107-4

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Adaptive test statistics for ergodic diffusion processes sampled at discrete times2014

    • Author(s)
      Hayato Kitagawa and Masayuki Uchida
    • Journal Title

      Journal of Statistical Planning and Inference

      Volume: 150 Pages: 84-110

    • DOI

      10.1016/j.jspi.2014.03.003

    • Related Report
      2014 Annual Research Report 2013 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Adaptive Bayes type estimators of ergodic diffusion processes from discrete observations2014

    • Author(s)
      Masayuki Uchida and Nakahiro Yoshida
    • Journal Title

      Statistical Inference for Stochastic Processes

      Volume: 17 Issue: 2 Pages: 181-219

    • DOI

      10.1007/s11203-014-9095-4

    • Related Report
      2014 Annual Research Report 2013 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Quasi likelihood analysis of volatility and nondegeneracy of statistical random field2013

    • Author(s)
      Masayuki Uchida and Nakahiro Yoshida
    • Journal Title

      Stochastic Processes and their Applications

      Volume: 123 Issue: 7 Pages: 2851-2876

    • DOI

      10.1016/j.spa.2013.04.008

    • Related Report
      2013 Research-status Report 2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] 確率微分方程式の統計的モデリング2013

    • Author(s)
      内田雅之
    • Journal Title

      日本統計学会誌

      Volume: 43 Pages: 335-358

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] Adaptive estimation of an ergodic diffusion process based on sampled data2012

    • Author(s)
      Masayuki Uchida and Nakahiro Yoshida
    • Journal Title

      Stochastic Processes and their Applications

      Volume: 122 Issue: 8 Pages: 2885-2924

    • DOI

      10.1016/j.spa.2012.04.001

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Presentation] Hybrid multi-step estimation of the volatility for stochastic regression models2015

    • Author(s)
      Masayuki Uchida
    • Organizer
      Asymptotical Statistics of Stochastic Processes X
    • Place of Presentation
      Universite du Maine, France
    • Year and Date
      2015-03-20
    • Related Report
      2014 Annual Research Report
  • [Presentation] 拡散過程の適応的推測法と高頻度データ解析への応用2015

    • Author(s)
      内田雅之
    • Organizer
      第9回日本統計学会春季集会
    • Place of Presentation
      明治大学中野キャンパス
    • Year and Date
      2015-03-08
    • Related Report
      2014 Annual Research Report
    • Invited
  • [Presentation] Hybrid multi-step estimators for stochastic differential equations from discrete observations2014

    • Author(s)
      Masayuki Uchida
    • Organizer
      DYNSTOCH Meeting 2014
    • Place of Presentation
      University of Warwick, Coventry, UK
    • Year and Date
      2014-09-11
    • Related Report
      2014 Annual Research Report
  • [Presentation] Hybrid multi-step estimators for diffusion processesHybrid multi-step estimators for diffusion processesHybrid multiHybrid multi-step estimators for diffusion processes2014

    • Author(s)
      Masayuki Uchida
    • Organizer
      The 3rd IMS-APRM
    • Place of Presentation
      Howard International House, Taiwan
    • Year and Date
      2014-07-02
    • Related Report
      2014 Annual Research Report
  • [Presentation] Adaptive Bayes type estimation for stochastic differential equations based on high-frequency data2013

    • Author(s)
      Masayuki Uchida
    • Organizer
      7th International Conference on Computational and Financial Econometrics
    • Place of Presentation
      Hong Kong, China
    • Related Report
      2013 Research-status Report
    • Invited
  • [Presentation] Discriminant analysis for stochastic differential equations based on sampled data2013

    • Author(s)
      Masayuki Uchida
    • Organizer
      59th ISI World Statistics Congress
    • Place of Presentation
      London, UK
    • Related Report
      2013 Research-status Report
    • Invited
  • [Presentation] 確率微分方程式の統計的モデリング2013

    • Author(s)
      内田雅之
    • Organizer
      統計関連学会連合大会
    • Place of Presentation
      大阪大学
    • Related Report
      2013 Research-status Report
    • Invited
  • [Presentation] 拡散過程モデルにおける適応型計算統計2013

    • Author(s)
      内田雅之
    • Organizer
      統計関連学会連合大会
    • Place of Presentation
      大阪大学
    • Related Report
      2013 Research-status Report
    • Invited
  • [Presentation] Discriminant analysis for discretely observed stochastic differential equations2013

    • Author(s)
      Masayuki Uchida
    • Organizer
      DYNSTOCH Meeting
    • Place of Presentation
      University of Copenhagen, Denmark
    • Related Report
      2013 Research-status Report
  • [Presentation] Asymptotic properties of discriminant functions for stochastic differential equations from discrete observations2013

    • Author(s)
      Masayuki Uchida
    • Organizer
      The 29th European Meeting of Statisticians
    • Place of Presentation
      Eötvös Lorénd University, Budapest, Hungary
    • Related Report
      2013 Research-status Report
  • [Presentation] Discriminant analysis for discretely observed ergodic diffusion processes

    • Author(s)
      Masayuki Uchida
    • Organizer
      Asymptotical Statistics of Stochastic Processes IX
    • Place of Presentation
      Universite du Maine, France
    • Related Report
      2012 Research-status Report
  • [Presentation] 金融データに基づく統計的SDEモデリング

    • Author(s)
      内田雅之
    • Organizer
      ASC2013 Asymptotic Statistics and Computations
    • Place of Presentation
      東京大学
    • Related Report
      2012 Research-status Report

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Published: 2013-05-31   Modified: 2019-07-29  

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