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Bayesian prediction theory to high-dimensional statistical models in spacial temporal statistics and quantum statistics

Research Project

Project/Area Number 24700273
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeMulti-year Fund
Research Field Statistical science
Research InstitutionOsaka University (2013-2015)
The University of Tokyo (2012)

Principal Investigator

TANAKA FUYUHIKO  大阪大学, 基礎工学研究科, 准教授 (90456161)

Project Period (FY) 2012-04-01 – 2016-03-31
Project Status Completed (Fiscal Year 2015)
Budget Amount *help
¥4,420,000 (Direct Cost: ¥3,400,000、Indirect Cost: ¥1,020,000)
Fiscal Year 2015: ¥780,000 (Direct Cost: ¥600,000、Indirect Cost: ¥180,000)
Fiscal Year 2014: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Fiscal Year 2013: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Fiscal Year 2012: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Keywords統計数学 / 数理工学 / 量子コンピュータ / 情報工学 / 応用数学 / ベイズ統計 / 無情報事前分布 / 統計的決定理論
Outline of Final Research Achievements

We derived an explicit form of Bayes estimate in the problem of estimating a wave function (a pure state) that describes the qunatum system. We also give an example where Bayes estimate with respect to a noninformative prior gets uniformly smaller estimation error than that based on the maximum likelihood estimate.
In addition, we proposed a new formulation where we consider the choice of a noninformative prior, which is a fundamental issue not only in Bayesian statistics but also in traditional statistics. It includes both classical and quantum statistics. We introduce a restricted class of (physical) measurements and estimates and among them we show minimax theorem connecting Bayes methods with minimax methods. Under regularity conditions, we show the existence of least favorable priors.

Report

(5 results)
  • 2015 Annual Research Report   Final Research Report ( PDF )
  • 2014 Research-status Report
  • 2013 Research-status Report
  • 2012 Research-status Report
  • Research Products

    (24 results)

All 2016 2015 2014 2013 2012 Other

All Journal Article (6 results) (of which Acknowledgement Compliant: 1 results,  Peer Reviewed: 2 results) Presentation (18 results) (of which Int'l Joint Research: 1 results,  Invited: 1 results)

  • [Journal Article] Numerical methods of calculating projection to positive eigenspace2015

    • Author(s)
      Fuyuhiko Tanaka
    • Journal Title

      数理解析研究所講究録

      Volume: 1953 Pages: 1-11

    • Related Report
      2015 Annual Research Report
    • Acknowledgement Compliant
  • [Journal Article] 統計学の新たなフロンティアとしての量子統計2013

    • Author(s)
      田中冬彦
    • Journal Title

      数理解析研究所講究録

      Volume: 1834 Pages: 1-25

    • Related Report
      2013 Research-status Report
  • [Journal Article] On existence of nontrivial unbiased tests in quantum hypothesis testing2013

    • Author(s)
      Fuyuhiko Tanaka
    • Journal Title

      数理解析研究所講究録

      Volume: 1834 Pages: 56-67

    • Related Report
      2013 Research-status Report
  • [Journal Article] Noninformative prior in the quantum statistical model of pure states and generalized entropy2013

    • Author(s)
      Fuyuhiko Tanaka
    • Journal Title

      数理解析研究所講究録

      Volume: 1852 Pages: 192-204

    • Related Report
      2013 Research-status Report
  • [Journal Article] Noninformative prior in the quantum statistical model of pure states2012

    • Author(s)
      TANAKA Fuyuhiko
    • Journal Title

      Physical Review A, American Institute of Physics

      Volume: Vol.85 Issue: 6 Pages: 62305-62305

    • DOI

      10.1103/physreva.85.062305

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] Bayesian estimation of the wave function2012

    • Author(s)
      Fuyuhiko Tanaka
    • Journal Title

      Physics Letters A

      Volume: 376 Issue: 36 Pages: 2471-2476

    • DOI

      10.1016/j.physleta.2012.06.026

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Presentation] How to construct the optimal Bayesian measurement in quantum statistical decision theory2016

    • Author(s)
      Fuyuhiko Tanaka
    • Organizer
      American Physical Society March Meeting
    • Place of Presentation
      Baltimore (USA)
    • Year and Date
      2016-03-14
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 量子系の統計的推測~統計学の新たなフロンティア2016

    • Author(s)
      田中冬彦
    • Organizer
      多元計算解剖学の周辺数理
    • Place of Presentation
      名古屋工業大学(愛知県名古屋市)
    • Year and Date
      2016-01-12
    • Related Report
      2015 Annual Research Report
  • [Presentation] ベイズ統計に基づく最適な射影測定の構成方法2015

    • Author(s)
      田中冬彦
    • Organizer
      RIMS研究集会 量子統計モデリングのための基盤構築
    • Place of Presentation
      数理解析研究所(京都府京都市)
    • Year and Date
      2015-11-11
    • Related Report
      2015 Annual Research Report
  • [Presentation] 量子統計における測定の閉凸部分集合2015

    • Author(s)
      田中冬彦
    • Organizer
      2015年度統計関連学会連合大会
    • Place of Presentation
      岡山大学(岡山県岡山市)
    • Year and Date
      2015-09-09
    • Related Report
      2015 Annual Research Report
  • [Presentation] 量子統計~理論の発展と物理実験への応用2015

    • Author(s)
      田中冬彦
    • Organizer
      第59回 システム制御情報学会研究発表講演会(SCI'15)
    • Place of Presentation
      中央電気倶楽部(大阪府大阪市)
    • Year and Date
      2015-05-20
    • Related Report
      2015 Annual Research Report
  • [Presentation] 量子統計: 実験技術の進歩にともなうニーズの変遷と新たな課題2015

    • Author(s)
      田中冬彦
    • Organizer
      第9回 日本統計学会春季集会
    • Place of Presentation
      明治大学中野キャンパス(東京都中野区中野)
    • Year and Date
      2015-03-10
    • Related Report
      2014 Research-status Report
    • Invited
  • [Presentation] Quantum Minimax Theorem2015

    • Author(s)
      Fuyuhiko TANAKA
    • Organizer
      The 18th Conference on Quantum Information Processing
    • Place of Presentation
      Sydney, AUSTRALIA
    • Year and Date
      2015-01-12
    • Related Report
      2014 Research-status Report
  • [Presentation] 量子系の統計的推測~原理的な側面から実用的な結果まで2014

    • Author(s)
      田中冬彦
    • Organizer
      数理解析研究所共同研究研究集会 "統計多様体の諸分野への応用"
    • Place of Presentation
      京都大学数理解析研究所(京都府京都市左京区)
    • Year and Date
      2014-11-20
    • Related Report
      2014 Research-status Report
  • [Presentation] 統計的決定理論における量子ミニマックス定理2014

    • Author(s)
      田中冬彦
    • Organizer
      数理解析研究所研究集会 "量子系の統計的推測とその幾何学的構造”
    • Place of Presentation
      京都大学数理解析研究所(京都府京都市左京区)
    • Year and Date
      2014-11-10
    • Related Report
      2014 Research-status Report
  • [Presentation] 量子測定に関するミニマックス定理2014

    • Author(s)
      田中冬彦
    • Organizer
      2014年度統計関連学会連合大会
    • Place of Presentation
      東京大学本郷キャンパス(東京都文京区本郷)
    • Year and Date
      2014-09-14
    • Related Report
      2014 Research-status Report
  • [Presentation] Minimax Estimation of Density Operators for General Parametric Models2013

    • Author(s)
      Fuyuhiko Tanaka
    • Organizer
      Mathematical methods for Quantum Tomography
    • Place of Presentation
      Toronto, CANADA
    • Related Report
      2012 Research-status Report
  • [Presentation] Minimax Bayesian predictive density operator2012

    • Author(s)
      Fuyuhiko Tanaka
    • Organizer
      The Eleventh World Meeting of International Society for Bayesian Analysis (ISBA2012)
    • Place of Presentation
      Kyoto Terrsa, 京都
    • Related Report
      2012 Research-status Report
  • [Presentation] 圧縮センシングの高次元量子トモグラフィへの応用

    • Author(s)
      田中冬彦
    • Organizer
      数理解析研究所共同研究集会”高次元量子トモグラフィにおける統計理論的なアプローチ”
    • Place of Presentation
      京都大学数理解析研究所(京都府京都市左京区)
    • Related Report
      2013 Research-status Report
  • [Presentation] Bayesian predictive method in quantum physics

    • Author(s)
      Fuyuhiko Tanaka
    • Organizer
      ims-APRM2012
    • Place of Presentation
      Epochal Tsukuba, 茨城
    • Related Report
      2012 Research-status Report
  • [Presentation] 量子ミニマックス予測

    • Author(s)
      田中冬彦
    • Organizer
      2012年度統計関連学会連合大会
    • Place of Presentation
      北海道大学, 北海道
    • Related Report
      2012 Research-status Report
  • [Presentation] 位置と運動量の同時測定における縮小推定と不確定性関係の破れ

    • Author(s)
      松田孟留, 田中冬彦
    • Organizer
      2012年度統計関連学会連合大会
    • Place of Presentation
      北海道大学, 北海道
    • Related Report
      2012 Research-status Report
  • [Presentation] 統計的仮説検定とエンタングルメント検証への応用

    • Author(s)
      田中冬彦
    • Organizer
      数理解析研究所共同研究集会 "量子論における統計的推測の理論と応用"
    • Place of Presentation
      京都大学数理研, 京都
    • Related Report
      2012 Research-status Report
  • [Presentation] Noninformative prior in the quantum statistical model of pure states and generalized entropy

    • Author(s)
      田中冬彦
    • Organizer
      数理解析研究所共同研究集会 "函数解析学による一般化エントロピーの新展開"
    • Place of Presentation
      京都大学数理研, 京都
    • Related Report
      2012 Research-status Report

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Published: 2013-05-31   Modified: 2019-07-29  

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