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Development of statistical inference in small area estimation for developing countries and biometrics

Research Project

Project/Area Number 26880011
Research Category

Grant-in-Aid for Research Activity Start-up

Allocation TypeSingle-year Grants
Research Field Statistical science
Research InstitutionThe Institute of Statistical Mathematics (2015)
Osaka University (2014)

Principal Investigator

Hirose Masayo  統計数理研究所, 大学共同利用機関等の部局等, 助教 (30739199)

Research Collaborator Partha Lahiri  University of Maryland at College Park, JPSM, Professor
Project Period (FY) 2014-08-29 – 2016-03-31
Project Status Completed (Fiscal Year 2015)
Budget Amount *help
¥2,210,000 (Direct Cost: ¥1,700,000、Indirect Cost: ¥510,000)
Fiscal Year 2015: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Fiscal Year 2014: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Keywords小地域推定 / EBLUP / 予測誤差 / 予測精度 / 線形混合モデル
Outline of Final Research Achievements

We have developed empirical best linear unbiased prediction approach (EBLUP) in small area estimation, both views from the perspective of point and interval estimation.
Firstly, we compared performances among certain EBLUPs have proposed recently. Secondly, our previous method for avoiding unrealistic predictive value applied to more general model than that of previous study was achieved in term of point estimation. Moreover, we also proposed new EBLUPs not only for the estimation of the mean squared error of EBLUP but also for the confidence interval.

Report

(3 results)
  • 2015 Annual Research Report   Final Research Report ( PDF )
  • 2014 Annual Research Report
  • Research Products

    (7 results)

All 2016 2015 Other

All Int'l Joint Research (1 results) Presentation (4 results) (of which Int'l Joint Research: 3 results) Remarks (2 results)

  • [Int'l Joint Research] JPSM, University of Maryland(米国)

    • Related Report
      2015 Annual Research Report
  • [Presentation] An empirical Bayes confidence interval for high leverage area in small area estimation2016

    • Author(s)
      Hirose, Y. M.
    • Organizer
      ISI-ISM-ISSAS Conference 2016
    • Place of Presentation
      Taipei, Taiwan
    • Year and Date
      2016-02-02
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] A Class Extension of Adequate Adjustment factor for Small Area Inference2015

    • Author(s)
      Hirose, Y. M.
    • Organizer
      EAR-BC 2015
    • Place of Presentation
      Fukuoka
    • Year and Date
      2015-12-20
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Simple Parametric Bootstrap estimator of Mean Squared Error for EBLUP under the Fay-Herriot model2015

    • Author(s)
      廣瀬雅代, (Joint work with prof. P. Lahiri)
    • Organizer
      統計関連学会連合大会
    • Place of Presentation
      岡山大学
    • Year and Date
      2015-09-07
    • Related Report
      2015 Annual Research Report
  • [Presentation] Simple Parametric Bootstrap estimator of Mean Squared Error for EBLUP under the Fay-Herriot model2015

    • Author(s)
      Hirose, M. (Joint work with prof. P. Lahiri)
    • Organizer
      the First Latin American ISI Satellite Meeting on Small Area Estimation
    • Place of Presentation
      Santiago, Chile
    • Year and Date
      2015-08-03
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Remarks]

    • URL

      https://sites.google.com/site/masayoyos/home/research

    • Related Report
      2015 Annual Research Report
  • [Remarks] 研究成果に関するwebページ

    • URL

      https://sites.google.com/site/masayoyos/home/research

    • Related Report
      2014 Annual Research Report

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Published: 2014-09-09   Modified: 2022-02-02  

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