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Bayesian statistics based on shrinkage prior

Research Project

Project/Area Number 25330035
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Statistical science
Research InstitutionThe University of Tokyo

Principal Investigator

Maruyama Yuzo  東京大学, 空間情報科学研究センター, 准教授 (30304728)

Project Period (FY) 2013-04-01 – 2017-03-31
Project Status Completed (Fiscal Year 2016)
Budget Amount *help
¥4,940,000 (Direct Cost: ¥3,800,000、Indirect Cost: ¥1,140,000)
Fiscal Year 2015: ¥1,820,000 (Direct Cost: ¥1,400,000、Indirect Cost: ¥420,000)
Fiscal Year 2014: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Fiscal Year 2013: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Keywordsベイズ統計学 / 統計的決定理論 / 統計学 / 統計数学 / 統計科学 / ミニマクス性 / スパース推定
Outline of Final Research Achievements

This work treats the problem of estimating the predictive density of a random vector when both the mean vector and the variance are unknown. We prove that the density of reference in this context is inadmissible under the Kullback-Leibler loss in a nonasymptotic framework. Our result holds even when the dimension of the vector is strictly lower than three, which is surprising compared to the known variance setting. Finally, we discuss the relationship between the prediction and the estimation problems.

Report

(5 results)
  • 2016 Annual Research Report   Final Research Report ( PDF )
  • 2015 Research-status Report
  • 2014 Research-status Report
  • 2013 Research-status Report
  • Research Products

    (12 results)

All 2016 2015 2014 2013

All Journal Article (8 results) (of which Int'l Joint Research: 1 results,  Open Access: 3 results,  Acknowledgement Compliant: 4 results,  Peer Reviewed: 5 results) Presentation (4 results) (of which Int'l Joint Research: 4 results,  Invited: 4 results)

  • [Journal Article] Harmonic Bayesian prediction under alpha-divergence2016

    • Author(s)
      Yuzo Maruyama and Toshio Ohnishi
    • Journal Title

      Arxiv

      Volume: arXiv:1605.05899 Pages: 1-23

    • Related Report
      2016 Annual Research Report
    • Open Access / Acknowledgement Compliant
  • [Journal Article] A sharp boundary for SURE-based admissibility for the Normal means problem under unknown scale2016

    • Author(s)
      Yuzo Maruyama and William E. Strawderman
    • Journal Title

      Arxiv

      Volume: arXiv:1609.03241 Pages: 1-28

    • Related Report
      2016 Annual Research Report
    • Open Access / Int'l Joint Research
  • [Journal Article] スタイン・パラドクスとベイズ理論2015

    • Author(s)
      丸山 祐造
    • Journal Title

      日本統計学会誌

      Volume: 45 Pages: 143-170

    • NAID

      130005153225

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Consistency of Bayes factor for nonnested model selection when the model dimension grows2015

    • Author(s)
      Min Wang and Yuzo Maruyama
    • Journal Title

      Bernoulli

      Volume: 21 Pages: 100-200

    • Related Report
      2014 Research-status Report
  • [Journal Article] Robust Bayesian variable selection in linear models with spherically symmetric errors2014

    • Author(s)
      Yuzo Maruyama and William E. Strawderman
    • Journal Title

      Biometrika

      Volume: 101 Issue: 4 Pages: 992-998

    • DOI

      10.1093/biomet/asu039

    • Related Report
      2014 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Inadmissibility of the best equivariant predictive density in the unknown variance case2014

    • Author(s)
      Aurelie Boisbunon and Yuzo Maruyama
    • Journal Title

      Biometrika

      Volume: 101 Issue: 3 Pages: 733-740

    • DOI

      10.1093/biomet/asu024

    • Related Report
      2014 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Posterior odds with a generalized hyper-g prior2014

    • Author(s)
      Edward, I. George and Yuzo Maruyama
    • Journal Title

      Econometric Reviews

      Volume: 33 Issue: 1-4 Pages: 251-269

    • DOI

      10.1080/07474938.2013.807181

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] Improved robust Bayes estimators of the error variance in linear models2013

    • Author(s)
      Yuzo Maruyama and William E. Strawderman
    • Journal Title

      Journal of Statistical Planning and Inference

      Volume: 143 Issue: 6 Pages: 1091-1097

    • DOI

      10.1016/j.jspi.2013.01.007

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Presentation] Harmonic Bayesian prediction under alpha-divergence2016

    • Author(s)
      Yuzo Maruyama
    • Organizer
      9th International Conference of the ERCIMWG on Computational and Methodological Statistics (CMStatistics 2016)
    • Place of Presentation
      University of Seville, Spain
    • Year and Date
      2016-12-09
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Harmonic Bayesian prediction under alpha-divergence2016

    • Author(s)
      Yuzo Maruyama
    • Organizer
      International Conference on Statistical Distributions and Applications (ICOSDA 2016)
    • Place of Presentation
      Crowne Plaza, Niagara Falls, Canada
    • Year and Date
      2016-10-14
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Inadmissibility of the best equivariant predictive density in the unknown variance case2015

    • Author(s)
      Yuzo Maruyama
    • Organizer
      2015 ICSA China Statistics Conference
    • Place of Presentation
      Shanghai Jianguo Hotel, China
    • Year and Date
      2015-07-06
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research / Invited
  • [Presentation] lp-norm based James-Stein estimation with minimaxity and sparsity2015

    • Author(s)
      Yuzo Maruyama
    • Organizer
      3rd Meeting on Statistics
    • Place of Presentation
      Athens University, Greece
    • Year and Date
      2015-06-24
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research / Invited

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

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