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2010 Fiscal Year Final Research Report

Theory construction of asymptotic statistics for stochastic processes and its application to high-frequency data analysis

Research Project

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Project/Area Number 20740061
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeSingle-year Grants
Research Field General mathematics (including Probability theory/Statistical mathematics)
Research InstitutionKyushu University

Principal Investigator

MASUDA Hiroki  Kyushu University, 大学院・数理学研究院, 准教授 (10380669)

Project Period (FY) 2008 – 2010
Keywords統計的漸近推測理論 / 確率過程論 / 確率解析
Research Abstract

Mainly, we have derived the following devices concerning statistical analyses for the stochastic process models : (1) how to estimate the parameters and construct their approximate confidence regions, when the model exhibits heteroskedasticity ; (2) sets of sufficient conditions for the long-term stability of the models ; (3) an easy-to-implement and precise method for estimating the mean structure, when the model is of pure-jump type ; (4) test statistics for the noise normality, enabling us to avoid a serious model misspecification. All of these results can serve as tool for an efficient and quantitative exploitation of underlying information.

  • Research Products

    (34 results)

All 2011 2010 2009 2008 Other

All Journal Article (12 results) (of which Peer Reviewed: 11 results) Presentation (20 results) Remarks (2 results)

  • [Journal Article] On the local asymptotic behavior of the likelihood function for Meixner Levy processes under high-frequency sampling.2011

    • Author(s)
      Kawai, R., Masuda, H.
    • Journal Title

      Statistics and Probability Letters 81

      Pages: 460-469

    • Peer Reviewed
  • [Journal Article] On simulation of tempered stable random variates.2011

    • Author(s)
      Kawai, R., Masuda, H.
    • Journal Title

      Journal of Computational and Applied Mathematics 235

      Pages: 2873-2887

    • Peer Reviewed
  • [Journal Article] Approximate quadratic estimating function for discretely observed Levy driven SDEs with application to a noise normality test.2010

    • Author(s)
      Masuda, H.
    • Journal Title

      MI Preprint Series, Kyushu University

      Pages: 2010-2021

    • URL

      https://qir.kyushu-u.ac.jp/dspace/ha ndle/2324/17028

  • [Journal Article] On statistical aspects in calibrating a geometric skewed stable asset price model.2010

    • Author(s)
      Masuda, H.
    • Journal Title

      In "Recent Advances in Financial Engineering 2009 : Proceedings of the KIER-TMU International Workshop on Financial Engineering 2009" World Scientific Pub Co Inc

      Pages: 181-202

    • Peer Reviewed
  • [Journal Article] Approximate selfweighted LAD estimation of discretely observed ergodic Ornstein-Uhlenbeck processes.2010

    • Author(s)
      Masuda, H.
    • Journal Title

      Electronic Journal of Statistics 4

      Pages: 525-565

    • Peer Reviewed
  • [Journal Article] Jarque- Bera normality test for the driving Levy process of a discretely observed univariate SDE.2010

    • Author(s)
      Lee, S., Masuda, H.
    • Journal Title

      Statistical Inference for Stochastic Processes 13

      Pages: 147-161

    • Peer Reviewed
  • [Journal Article] Joint estimation of discretely observed stable Levy processes with symmetric Levy density.2009

    • Author(s)
      Masuda, H.
    • Journal Title

      Journal of the Japan Statistical Society 39

      Pages: 49-75

    • Peer Reviewed
  • [Journal Article] Estimation of second characteristic matrix based on realized multipower variations.2009

    • Author(s)
      Masuda, H.
    • Journal Title

      (in Japanese) Proceedings of the Institute of Statistical Mathematics 57

      Pages: 17-38

    • Peer Reviewed
  • [Journal Article] Notes on estimating inverse-Gaussian and gamma subordinators under high-frequency sampling.2009

    • Author(s)
      Masuda, H.
    • Journal Title

      Annals of the Institute of Statistical Mathematics 61

      Pages: 181-195

    • Peer Reviewed
  • [Journal Article] Empirical analysis on jump detection in high-frequency data.2009

    • Author(s)
      Masuda, H., Morimoto, T.
    • Journal Title

      (in Japanese) Journal of the Japan Statistical Society (Japanese Issue) 39

      Pages: 33-63

    • Peer Reviewed
  • [Journal Article] On stability of diffusions with compound-Poisson jumps.2008

    • Author(s)
      Masuda, H.
    • Journal Title

      Bulletin of Informatics and Cybernetics 40

      Pages: 61-74

    • Peer Reviewed
  • [Journal Article] Local asymptotic normality for normal inverse Gaussian Levy processes with highfrequency sampling.

    • Author(s)
      Kawai, R., Masuda, H.
    • Journal Title

      ESAIM.Probability and Statistics (掲載決定)

    • URL

      https://qir.kyushu-u.ac.jp/dspace/ha ndle/2324/17018

    • Peer Reviewed
  • [Presentation] LAD type estimation of OU processes with activity index less than 22011

    • Author(s)
      Masuda, H.
    • Organizer
      Statistical inference and numericalanalysis for stochastic processes and financial econometrics
    • Place of Presentation
      Florence, Italy
    • Year and Date
      20110317-20110318
  • [Presentation] Cauchy quasi-likelihood in SDE estimation2011

    • Author(s)
      Masuda, H.
    • Organizer
      Asymptotical Statistics of Stochastic Processes VIII
    • Place of Presentation
      University of Maine, Le Mans, France
    • Year and Date
      2011-03-21
  • [Presentation] LAD estimation of Levy-OU processes with possibly small activity index2011

    • Author(s)
      Masuda, H.
    • Organizer
      Statistics for Stochastic Processes : Inference, Asymptotic Methods, Finance and Data Analysis
    • Place of Presentation
      Graduate School of Mathematical Sciences, University of Tokyo
    • Year and Date
      2011-02-22
  • [Presentation] Non-Gaussian quasilikelihood estimation of jump processes2010

    • Author(s)
      Masuda, H
    • Organizer
      CREST and Sakigake International Symposium Asymptotic Statistics, Risk and Computation in Finance and Insurance 2010
    • Place of Presentation
      Tokyo Institute of Technology University
    • Year and Date
      2010-12-15
  • [Presentation] On estimating SDE with jumps2010

    • Author(s)
      Masuda, H.
    • Organizer
      SPA OSAKA 2010
    • Place of Presentation
      Senri Life Science Center Building
    • Year and Date
      2010-12-07
  • [Presentation] Mighty convergence in Gaussian quasi-likelihood estimation of discretely observed SDE with jumps2010

    • Author(s)
      増田弘毅
    • Organizer
      金融工学・数理・計量ファイナンスの諸問題2010
    • Place of Presentation
      大阪市中央公会堂
    • Year and Date
      2010-12-04
  • [Presentation] Approximate LAD type estimation of discretely observed processes2010

    • Author(s)
      Masuda, H.
    • Organizer
      EMS2010 : 28th European Meeting of Statisticians
    • Place of Presentation
      University of Piraeus, Greece
    • Year and Date
      2010-08-22
  • [Presentation] On parametric estimation of discretely observed SDE2010

    • Author(s)
      Masuda, H.
    • Organizer
      Dynstoch meeting 2010
    • Place of Presentation
      Universite d'Angers, France
    • Year and Date
      2010-06-17
  • [Presentation] On likelihood function for discretely observed tempered stable OU processes2010

    • Author(s)
      増田弘毅
    • Organizer
      日本数学会
    • Place of Presentation
      慶應大学
    • Year and Date
      2010-03-26
  • [Presentation] On estimation of discretely observed Levy-driven SDEs2010

    • Author(s)
      Masuda, H.
    • Organizer
      Stochastic Analysis and Statistical Inference V
    • Place of Presentation
      University of Tokyo
    • Year and Date
      2010-02-22
  • [Presentation] On calibrating a skewedstable model with finite mean2009

    • Author(s)
      増田弘毅
    • Organizer
      金融工学・数理・計量ファイナンスの諸問題2009
    • Place of Presentation
      大阪大学中之島センター
    • Year and Date
      2009-12-05
  • [Presentation] Self-weighted LAD estimation of Levy-driven OU processes2009

    • Author(s)
      Masuda, H.
    • Organizer
      Dynstoch meeting 2009
    • Place of Presentation
      Humboldt University of Berlin, Germany
    • Year and Date
      2009-10-10
  • [Presentation] Explicit estimators of a skewed stable model based on high frequency data2009

    • Author(s)
      Masuda, H.
    • Organizer
      KIERTMU International Workshop on Financial Engineering 2009
    • Place of Presentation
      Otemachi SANKEI Plaza
    • Year and Date
      2009-08-04
  • [Presentation] On explicit estimation of Levy-driven SDEs2009

    • Author(s)
      Masuda, H.
    • Organizer
      Seminars in Statistics and Mathematics
    • Place of Presentation
      University of Milan, Italy
    • Year and Date
      2009-07-03
  • [Presentation] On simulating increments of Levy processes2009

    • Author(s)
      増田弘毅
    • Organizer
      日本数学会
    • Place of Presentation
      東京大学
    • Year and Date
      2009-03-27
  • [Presentation] Quasi-likelihood estimation of a Levy-driven SDE and its application2009

    • Author(s)
      Masuda, H.
    • Organizer
      Asymptotical Statistics of Stochastic Processes VII
    • Place of Presentation
      University of Maine, Le Mans, France
    • Year and Date
      2009-03-16
  • [Presentation] On estimation of the second characteristic2009

    • Author(s)
      増田弘毅
    • Organizer
      数理ファイナンスとその周辺
    • Place of Presentation
      九州大学西新プラザ
    • Year and Date
      2009-01-22
  • [Presentation] Simple test for the variation of a discretely observed process : long-term asymptotics2008

    • Author(s)
      増田弘毅
    • Organizer
      金融工学・数理・計量ファイナンスの諸問題2008
    • Place of Presentation
      大阪大学中之島センター
    • Year and Date
      2008-12-07
  • [Presentation] A normality test for the driving noise of a SDE2008

    • Author(s)
      Masuda, H.
    • Organizer
      Stochastic Analysis and Statistical Inference III
    • Place of Presentation
      University of Tokyo
    • Year and Date
      2008-11-27
  • [Presentation] On estimation of the second characteristic2008

    • Author(s)
      Masuda, H.
    • Organizer
      DYNSTOCH meeting 2008
    • Place of Presentation
      University of Padova, Italy
    • Year and Date
      2008-06-26
  • [Remarks] 個人ホームページ

    • URL

      http://www2.math.kyushu-u.ac.jp/~hiroki/

  • [Remarks] 九州大学学術情報リポジトリ

    • URL

      http://leda.lib.kyushu-u.ac.jp/profile/au_name:Masuda,+Hiroki

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Published: 2012-02-13   Modified: 2016-04-21  

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