• Search Research Projects
  • Search Researchers
  • How to Use
  1. Back to previous page

Wavelet Method in parameter estimation of stochastic processes: superiority of time-frequency localization

Research Project

Project/Area Number 25400186
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Foundations of mathematics/Applied mathematics
Research InstitutionIwate University

Principal Investigator

Kawasaki Shuji  岩手大学, 人文社会科学部, 准教授 (10282922)

Project Period (FY) 2013-04-01 – 2016-03-31
Project Status Completed (Fiscal Year 2015)
Budget Amount *help
¥4,940,000 (Direct Cost: ¥3,800,000、Indirect Cost: ¥1,140,000)
Fiscal Year 2015: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Fiscal Year 2014: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Fiscal Year 2013: ¥2,080,000 (Direct Cost: ¥1,600,000、Indirect Cost: ¥480,000)
Keywords時間-周波数局在性 / 時間-周波数局在性評価 / ウェーブレット / 相関解析 / M系列変調 / Fractional Brown運動 / 共分散行列 / 正定値性評価 / Besovノルム評価 / 安定過程 / 劣Gauss過程 / covariation / codifference
Outline of Final Research Achievements

Long-memory processes, known as a time series model that retains far past influences strongly, are observed in various fields of science and engineering. It is the so-called Hurst parameter that determines their probabilistic properties, so that its estimation is of fundamental importance. In evaluating the estimator, the asymptotic distribution of the estimator is essential. Often the distributions are not classical Gaussian distribution. In that case, the statistical evaluation will be complicated. However, the estimators in wavelet domain are able to turn the distribution to Gaussian, due to correlation decomposition of wavelet in time-frequency space. In this project, we have given the overall story of the covariance decay evaluation.

Report

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

    (7 results)

All 2016 2015 2014 2013 Other

All Int'l Joint Research (1 results) Journal Article (1 results) (of which Peer Reviewed: 1 results) Presentation (5 results) (of which Invited: 3 results)

  • [Int'l Joint Research] Bonn大学応用数学研究所(ドイツ)

    • Related Report
      2015 Annual Research Report
  • [Journal Article] On a Localization Property of Wavelet Coefficients for Processes with Stationary-Increments: II. Localization with Respect to Scale2014

    • Author(s)
      S. Albeverio, Shuji Kawasaki
    • Journal Title

      Osaka Journal of Mathematics

      Volume: 51 Pages: 1-37

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Presentation] 自己相似過程のウェーブレット係数の時間-周波数 局在性におけるスケールファクターの評価2016

    • Author(s)
      川崎秀二
    • Organizer
      日本数学会東北支部会
    • Place of Presentation
      弘前大学(青森県弘前市)
    • Year and Date
      2016-02-13
    • Related Report
      2015 Annual Research Report
  • [Presentation] Evaluation of Time-Frequency Localization Property for Processes with Stationary-Increments2015

    • Author(s)
      Shuji Kawasaki
    • Organizer
      Harmonic Analysis Seminar at Tokyo City University
    • Place of Presentation
      東京都市大学
    • Year and Date
      2015-02-21
    • Related Report
      2014 Research-status Report
    • Invited
  • [Presentation] 地震解析のための海底変位計測のウェーブレット相関法2014

    • Author(s)
      川崎秀二,木戸元之
    • Organizer
      数学協働ワークショップ「ウェーブレット理論と工学への応用」
    • Place of Presentation
      大阪教育大学
    • Year and Date
      2014-11-07 – 2014-11-08
    • Related Report
      2014 Research-status Report
    • Invited
  • [Presentation] An Introduction to Wavelet and Its Application to Time Series Analysis2014

    • Author(s)
      Shuji Kawasaki
    • Organizer
      Probability and Statistics Seminar, School of Mathematics and Science
    • Place of Presentation
      電子科技大学(中国四川省)
    • Year and Date
      2014-09-17 – 2014-09-18
    • Related Report
      2014 Research-status Report
    • Invited
  • [Presentation] 安定過程の分布特性量のウェーブレット解析2013

    • Author(s)
      川崎秀二
    • Organizer
      日本応用数理学会
    • Place of Presentation
      福岡アクロス(福岡県)
    • Related Report
      2013 Research-status Report

URL: 

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

Information User Guide FAQ News Terms of Use Attribution of KAKENHI

Powered by NII kakenhi