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Inference Theory in the frequency domain of spatio-temporal statistical analysis

Research Project

Project/Area Number 15K11994
Research Category

Grant-in-Aid for Challenging Exploratory Research

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

Principal Investigator

YAJIMA Yoshihiro  東京大学, 大学院経済学研究科, 教授 (70134814)

Project Period (FY) 2015-04-01 – 2016-03-31
Project Status Completed (Fiscal Year 2015)
Budget Amount *help
¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Fiscal Year 2015: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Keywords時空間統計解析 / 周波数領域解析 / 時空間データ / 不規則間隔データ / 大規模時空間データ / 統計的検定 / 不等間隔データ
Outline of Final Research Achievements

We proposed a new test statistic based on discrete Fourier transformas of spatio-temporal data for parametrics models of stationary random fields.
It is constructed by smoothing periodograms of different frequencies by a kernel function. Under the null hypothesis in that a supposed parametric model is true, the test statistic has simple asymptotic expectation and variance, and hence it can be implemented easily to analyze acutual data. Furthermore it is expected that it is asymptotically normally distributed.

Report

(2 results)
  • 2015 Annual Research Report   Final Research Report ( PDF )
  • Research Products

    (3 results)

All 2016 2015

All Presentation (3 results) (of which Int'l Joint Research: 1 results,  Invited: 1 results)

  • [Presentation] On a discrete Fourier transform of irregularly spaced data and its applications2016

    • Author(s)
      YoshihiroYajima
    • Organizer
      High Dimensional Statistical Analysis and Quantile Analysis of Time Series
    • Place of Presentation
      Kumamoto University(熊本県熊本市)
    • Year and Date
      2016-03-04
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] On discrete Fourier transforms of irregularly spaced spatial data and their applications2016

    • Author(s)
      YoshihiroYajima
    • Organizer
      New Development on Econometrics and Econometric Finance
    • Place of Presentation
      Univerisity of Tokyo(東京都文京区)
    • Year and Date
      2016-01-09
    • Related Report
      2015 Annual Research Report
  • [Presentation] A test statistic of irregularly spaced data based on the discrete Fourier transform of observations2015

    • Author(s)
      YoshihiroYajima
    • Organizer
      Recent Progress in Time Series and Related Fields
    • Place of Presentation
      Tohoku University(宮城県仙台市)
    • Year and Date
      2015-12-11
    • Related Report
      2015 Annual Research Report

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Published: 2015-04-16   Modified: 2017-05-10  

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