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Estimate on Regression Functions and ProbabilityDensity Functions

Research Project

Project/Area Number 22540126
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field General mathematics (including Probability theory/Statistical mathematics)
Research InstitutionOsaka University

Principal Investigator

SHIRAHATA Shingo  大阪大学, その他部局等, 名誉教授 (10037294)

Co-Investigator(Renkei-kenkyūsha) SAKAMOTO Wataru  大阪大学, 大学院・基礎工学研究科, 准教授 (70304029)
FUJIKI Mie  同志社大学, 東アジア総合研究センター, 嘱託研究員 (70437359)
DOU Xiaoling  統計数理研究所, 新領域融合研究センター, 特任研究員 (10516868)
Project Period (FY) 2010 – 2012
Project Status Completed (Fiscal Year 2012)
Budget Amount *help
¥2,340,000 (Direct Cost: ¥1,800,000、Indirect Cost: ¥540,000)
Fiscal Year 2012: ¥650,000 (Direct Cost: ¥500,000、Indirect Cost: ¥150,000)
Fiscal Year 2011: ¥780,000 (Direct Cost: ¥600,000、Indirect Cost: ¥180,000)
Fiscal Year 2010: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Keywords計算機統計学 / 非線形統計学 / 確率密度関数 / 2乗の積分 / kernel 関数 / U統計量 / 関数データ / 超音波データ / カーネル関数 / 2乗の積分 / U統計量 / 2乗積分 / kernel関数 / 平均2乗誤差 / 回帰分析 / チェビシェフ多項式 / 確率密度関数の推定 / 汎関数の推定 / ロバスト推定 / V統計量 / 漸近正規性 / ベキ正規分布
Research Abstract

We proposed new procedures in the following two fields. First, we proposed robust estimator for simple linear regression and methods to analyze ultrasonic vocalization (USV) emitted from mice and rats. By Fourier transform ation of USV, we have functional data. We proposed methods how to eliminate errors, how to judge whether the extracted are really curves and how to classify the curves. Next, we constructed estimators of the integration of squared density function. We adopted kernel functions and U-statistics and showed that the asymptotic normality of the estimators and investigated several properties of them by computer simulations.

Report

(4 results)
  • 2012 Annual Research Report   Final Research Report ( PDF )
  • 2011 Annual Research Report
  • 2010 Annual Research Report
  • Research Products

    (27 results)

All 2013 2012 2011 2010 Other

All Journal Article (7 results) (of which Peer Reviewed: 7 results) Presentation (18 results) Book (2 results)

  • [Journal Article] 2変量ベキ正規分布に基づく投与前値対投与後値の比の評価指標とその性質2012

    • Author(s)
      山邉太陽、丸尾和司、白旗慎吾、後藤昌司
    • Journal Title

      応用統計学

      Volume: 41巻1号 Pages: 53-68

    • NAID

      10030592402

    • Related Report
      2012 Final Research Report
    • Peer Reviewed
  • [Journal Article] 2変量ベキ正規分布に基づく投与前値対投与後値の比の評価指標とその性質2012

    • Author(s)
      山邉太陽、丸尾和司、白旗慎吾、後藤昌司
    • Journal Title

      応用統計学

      Volume: 41 Pages: 53-68

    • NAID

      10030592402

    • Related Report
      2012 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 2変量ベキ正規分布に基づく投与前値対投与後値の比の評価指標とその性質2012

    • Author(s)
      山邉太陽・白旗慎吾, 他2名
    • Journal Title

      応用統計学

      Volume: 41(印刷中)

    • NAID

      10030592402

    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 単回帰におけるDepth を用いたロバスト推定法とその検証2011

    • Author(s)
      藤木美江、白旗慎吾
    • Journal Title

      計算機統計学

      Volume: 23巻、2号 Pages: 81-96

    • NAID

      110008662163

    • Related Report
      2012 Final Research Report
    • Peer Reviewed
  • [Journal Article] Underlying assumptions of the powernormal distribution2011

    • Author(s)
      Maruo, K., Shirahata, S. and Goto, M
    • Journal Title

      Behaviormetrika

      Volume: Vol. 31, No. 1 Pages: 85-95

    • Related Report
      2012 Final Research Report
    • Peer Reviewed
  • [Journal Article] 単回帰におけるDepthを用いたロバスト推定法とその検証2011

    • Author(s)
      藤木美江・白旗慎吾
    • Journal Title

      計算機統計学

      Volume: 23(掲載確定)

    • NAID

      110008662163

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Underlying assumptions of the power-normal distribution2011

    • Author(s)
      Maruo, K., Shirahata, S., Goto, M.
    • Journal Title

      Behaviormetrika

      Volume: 31(印刷中)

    • NAID

      10028089439

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Presentation] 密度関数の2乗の積分の推定2013

    • Author(s)
      白旗慎吾
    • Organizer
      計算機統計学会27回大会
    • Place of Presentation
      弘前大
    • Year and Date
      2013-05-17
    • Related Report
      2012 Final Research Report
  • [Presentation] Functional clustering of mouse ultrasonic vocalization2012

    • Author(s)
      Dou, X., Shirahata, S., Sugimoto, H. and Koide, T.
    • Organizer
      5th International Conference of the ERCIM Working Group on Computing and Statistics
    • Place of Presentation
      Oviedo, Spain
    • Year and Date
      2012-12-03
    • Related Report
      2012 Final Research Report
  • [Presentation] Functional cluster analysis ofmouse ultrasonic vocalization data2012

    • Author(s)
      Dou, X., Shirahata, S., Sugimoto, H.and Koide, T
    • Organizer
      USV workshop
    • Place of Presentation
      Paris.
    • Year and Date
      2012-04-16
    • Related Report
      2012 Final Research Report
  • [Presentation] Cluster analysis of mouse ultrasonic vocalization data2011

    • Author(s)
      Dou, X., Shirahata, S. and Sugimoto, H.
    • Organizer
      IASC and ARS
    • Place of Presentation
      Taipei
    • Year and Date
      2011-12-18
    • Related Report
      2012 Final Research Report
  • [Presentation] Cluster analysis of mouse ultrasonic vocalization data2011

    • Author(s)
      Dou, X., Shirahata, S., Sugimoto, H.
    • Organizer
      2011 Taipei Symposium & 7th IASC-ARS
    • Place of Presentation
      Academia Sinica Taipei, Taiwan(招待講演)
    • Year and Date
      2011-12-18
    • Related Report
      2011 Annual Research Report
  • [Presentation] Reconstruction of individual patient data for meta-analysis via Bayesian approach2011

    • Author(s)
      Yamaguchi, Y., Sakamoto, W., Shirahata, S. and Goto, M
    • Organizer
      IASC and ARS
    • Place of Presentation
      Taipei
    • Year and Date
      2011-12-16
    • Related Report
      2012 Final Research Report
  • [Presentation] 個別患者データを併用したメタ・アナリシス:シミュレーションに基づく方法2011

    • Author(s)
      山口祐介・ 坂本 亘 ・ 白旗慎吾 ・後藤昌司
    • Organizer
      統計関連学会連合大会
    • Year and Date
      2011-09-07
    • Related Report
      2012 Final Research Report
  • [Presentation] A meta-analysis method based on simulated individual patient data2011

    • Author(s)
      Yamaguchi, Y., Sakamoto, W., Shirahata, S. and Goto, M
    • Organizer
      ISI2011
    • Place of Presentation
      Dublin
    • Year and Date
      2011-08-23
    • Related Report
      2012 Final Research Report
  • [Presentation] A meta-analysis method based on simulated individual patient data2011

    • Author(s)
      Yamaguchi, Y., Shirahata, S., 他2名
    • Organizer
      58th ISI World Statistics Cingress-Dublin 2011
    • Place of Presentation
      The Convention Center Dublin, Ireland(招待講演)
    • Year and Date
      2011-08-23
    • Related Report
      2011 Annual Research Report
  • [Presentation] メタ・アナリシスにおける交互作用効果の評価:シミュレーションに基づく方2011

    • Author(s)
      山口祐介・ 坂本 亘 ・ 白旗慎吾 ・後藤昌司
    • Organizer
      日本計算機統計学会第25回大会
    • Year and Date
      2011-05-07
    • Related Report
      2012 Final Research Report
  • [Presentation] 臨床評価におけるデータの復元と活用2010

    • Author(s)
      山口祐介・坂本 亘・白旗慎吾・後藤昌司
    • Organizer
      日本計算機統計学会第24回シンポジウム
    • Year and Date
      2010-11-11
    • Related Report
      2012 Final Research Report
  • [Presentation] ベキ正規分布に基づく生体リズムの評価2010

    • Author(s)
      川端ゆみこ・坂本 亘・白旗慎吾・後藤昌司
    • Organizer
      日本計算機統計学会第24回シンポジウム
    • Year and Date
      2010-11-11
    • Related Report
      2012 Final Research Report
  • [Presentation] ベキ正規分布に基づく生態リズムの評価2010

    • Author(s)
      川端ゆみこ・白旗慎吾, 他2名
    • Organizer
      日本計算機統計学会
    • Place of Presentation
      箕面市メイプルホール,大阪府
    • Year and Date
      2010-11-11
    • Related Report
      2010 Annual Research Report
  • [Presentation] 単回帰 depth 法によるロバスト推定2010

    • Author(s)
      藤木美江・白旗慎吾
    • Organizer
      統計関連学連合大会
    • Year and Date
      2010-09-07
    • Related Report
      2012 Final Research Report
  • [Presentation] 単回帰depth法によるロバスト推定2010

    • Author(s)
      藤木美江・白旗慎吾
    • Organizer
      統計関連学会連合大会
    • Place of Presentation
      早稲田大学
    • Year and Date
      2010-09-07
    • Related Report
      2010 Annual Research Report
  • [Presentation] Functional clustering of mouse ultrasonic vocalization

    • Author(s)
      Dou, X., Shirahata, S., Sugimoto, H. and Koide, T.
    • Organizer
      5-th International Conference of ERCIM
    • Place of Presentation
      Oviedo, Spain
    • Related Report
      2012 Annual Research Report
  • [Presentation] Functional cluster analysis of mouse ultrasonic vocalization data

    • Author(s)
      Dou, X., Shirahata, S., Sugimoto, H. and Koide, T.
    • Organizer
      USV workshop
    • Place of Presentation
      Paris, France
    • Related Report
      2012 Annual Research Report
  • [Presentation] 密度関数の2乗の積分の推定

    • Author(s)
      白旗慎吾
    • Organizer
      日本計算機統計学会
    • Place of Presentation
      弘前大学
    • Related Report
      2012 Annual Research Report
  • [Book] 統計学辞典2010

    • Author(s)
      白旗慎吾・内田雅之・熊谷悦生・黒木学・坂本雄二・坂本亘
    • Publisher
      共立出版
    • Related Report
      2012 Final Research Report
  • [Book] 統計学辞典2010

    • Author(s)
      白旗慎吾, 他5名(共著)
    • Publisher
      共立出版
    • Related Report
      2010 Annual Research Report

URL: 

Published: 2010-08-23   Modified: 2019-07-29  

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