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Asymptotic properties of parameter estimators for quantitative methods in the behavioral sciences

Research Project

Project/Area Number 26330031
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Statistical science
Research InstitutionOtaru University of Commerce

Principal Investigator

Ogasawara Haruhiko  小樽商科大学, 商学部, 特任教授 (70271731)

Project Period (FY) 2014-04-01 – 2017-03-31
Project Status Completed (Fiscal Year 2016)
Budget Amount *help
¥3,900,000 (Direct Cost: ¥3,000,000、Indirect Cost: ¥900,000)
Fiscal Year 2016: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Fiscal Year 2015: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Fiscal Year 2014: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Keywords項目反応理論 / 項目パラメータ / 能力の推定量 / 漸近的性質 / 漸近平均2乗誤差 / カノニカルパラメータ
Outline of Final Research Achievements

In quantitative methods for the behavioral sciences, asymptotic properties of the parameter estimators in statistical models are derived. In particular, for the 3-parameter logistic model, a typical model in ability tests using item response theory (IRT), the ability and item parameters are focused on, where the maximum likelihood and Bayes modal estimators of these parameters are used. In the case of ability estimation, the weighted score estimator is also dealt with, where the two cases of known and estimated item parameters are considered. As a general statistical method, an asymptotic bias adjustment of usual maximum likelihood estimators minimizing the asymptotic mean square error is obtained. This method has been applied to the estimation of ability in IRT.

Report

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

    (30 results)

All 2016 2015 2014 2011 Other

All Journal Article (9 results) (of which Int'l Joint Research: 1 results,  Peer Reviewed: 9 results,  Acknowledgement Compliant: 9 results,  Open Access: 1 results) Presentation (20 results) (of which Int'l Joint Research: 6 results) Remarks (1 results)

  • [Journal Article] Asymptotic expansions for the estimators of Lagrange multipliers and associated parameters by the maximum likelihood and weighted score methods.2016

    • Author(s)
      Ogasawara, H.
    • Journal Title

      Journal of Multivariate Analysis

      Volume: 147 Pages: 20-37

    • DOI

      10.1016/j.jmva.2015.12.015

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Bias correction of the Akaike information criterion in factor analysis.2016

    • Author(s)
      Ogasawara, H.
    • Journal Title

      Journal of Multivariate Analysis

      Volume: 149 Pages: 144-159

    • DOI

      10.1016/j.jmva.2016.04.003

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Optimal information criteria minimizing their asymptotic mean square errors.2016

    • Author(s)
      Ogasawara, H.
    • Journal Title

      Sankhya, B

      Volume: 78 Issue: 1 Pages: 152-182

    • DOI

      10.1007/s13571-016-0115-9

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Matching pseudocounts for interval estimation of binomial and Poisson parameters2016

    • Author(s)
      Ogasawara, H.
    • Journal Title

      Communications in Statistics - Theory and Methods

      Volume: 45 Issue: 17 Pages: 5166-5178

    • DOI

      10.1080/03610926.2014.941492

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Bias adjustment minimizing the asymptotic mean square error.2015

    • Author(s)
      Ogasawara, H.
    • Journal Title

      Communications in Statistics - Theory and Methods

      Volume: 44 Issue: 16 Pages: 3503-3522

    • DOI

      10.1080/03610926.2013.786788

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] Estimation of ability using pseudocounts in item response theory.2014

    • Author(s)
      Ogasawara, H.
    • Journal Title

      Behaviormetrika

      Volume: 41 Pages: 131-146

    • NAID

      130007818631

    • Related Report
      2014 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Optimization of the Gaussian and Jeffreys power priors with emphasis on the canonical parameters in the exponential family.2014

    • Author(s)
      Ogasawara, H.
    • Journal Title

      Behaviormetrika

      Volume: 41 Pages: 195-223

    • NAID

      130004699267

    • Related Report
      2014 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Applications of asymptotic methods in statistics to item response theory.2014

    • Author(s)
      Ogasawara, H.
    • Journal Title

      東北大学大学院教育情報学教育部博士(教育情報学)学位論文

      Volume: 学位記番号 教情第3号 Pages: 1-418

    • Related Report
      2014 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Estimation of the Variance for the Maximum Likelihood Estimates in Normal Mixture Models and Normal Hidden Markov Models2011

    • Author(s)
      Masanari Iida and Naoto Niki
    • Journal Title

      Journal of the Japanese Society of Computational Statistics

      Volume: 24 Issue: 1 Pages: 39-66

    • DOI

      10.5183

    • NAID

      10030497169

    • ISSN
      0915-2350, 1881-1337
    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Presentation] 情報量規準の漸近キュミュラント2016

    • Author(s)
      Ogasawara, H.
    • Organizer
      日本計算機統計学会第30回シンポジウム
    • Place of Presentation
      プラサ ヴェルデ(静岡県沼津市)
    • Year and Date
      2016-11-25
    • Related Report
      2016 Annual Research Report
  • [Presentation] Bias prevention of the Akaike information criterion by the Jeffreys prior.2016

    • Author(s)
      Ogasawara, H.
    • Organizer
      Japanese Joint Statistical Meetings
    • Place of Presentation
      Kanazasa University, Kanazawa, Japan
    • Year and Date
      2016-09-07
    • Related Report
      2016 Annual Research Report
  • [Presentation] 加重スコア法によるラグランジュ未定乗数と関連するパラメータの推定量の漸近展開2016

    • Author(s)
      小笠原 春彦
    • Organizer
      2016年度統計関連学会連合大会
    • Place of Presentation
      金沢大学角間キャンパス(石川県金沢市)
    • Year and Date
      2016-09-06
    • Related Report
      2016 Annual Research Report
  • [Presentation] 二項及びポアソンパラメータの区間推定における漸近精度を向上させる擬似度数2016

    • Author(s)
      小笠原 春彦
    • Organizer
      日本行動計量学会第44回大会
    • Place of Presentation
      札幌学院大学(北海道江別市)
    • Year and Date
      2016-09-01
    • Related Report
      2016 Annual Research Report
  • [Presentation] Asymptotic expansions for the estimators of Lagrange multipliers and associated parameters by the weighted score methods.2016

    • Author(s)
      Ogasawara, H.
    • Organizer
      The 22nd International Conference on Computational Statistics
    • Place of Presentation
      Oviedo, Spain
    • Year and Date
      2016-08-24
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Asymptotic cumulants of ability estimators using fallible item parameters.2016

    • Author(s)
      Ogasawara, H.
    • Organizer
      The 31st International Congress of Psychology (the 80th annual meeting of the Japanese Psychological Association)
    • Place of Presentation
      Yokohama, Japan
    • Year and Date
      2016-07-28
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Estimation of ability with reduced asymptotic mean square error.2016

    • Author(s)
      Ogasawara, H.
    • Organizer
      The 2016 International Meeting of the Psychometric Society
    • Place of Presentation
      Asheville, NC, USA
    • Year and Date
      2016-07-13
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 日本計算機統計学会第30回大会2016

    • Author(s)
      小笠原 春彦
    • Organizer
      漸近平均二乗誤差を最小化する情報量規準
    • Place of Presentation
      ハートピア京都(京都府京都市)
    • Year and Date
      2016-05-20
    • Related Report
      2016 Annual Research Report
  • [Presentation] 項目反応理論における擬似度数を用いた能力パラメータの推定2015

    • Author(s)
      小笠原 春彦
    • Organizer
      日本心理学会第79回大会
    • Place of Presentation
      名古屋国際会議場
    • Year and Date
      2015-09-22
    • Related Report
      2015 Research-status Report
  • [Presentation] 正規及びジェフェリーズ事前分布の冪に関する最適化―主に指数分布族におけるカノニカルパラメータの場合2015

    • Author(s)
      小笠原 春彦
    • Organizer
      2015年度統計関連学会連合大会
    • Place of Presentation
      岡山大学津島キャンパス
    • Year and Date
      2015-09-07
    • Related Report
      2015 Research-status Report
  • [Presentation] 項目反応理論における能力パラメータの推定量の漸近期待2乗誤差の縮小2015

    • Author(s)
      小笠原 春彦
    • Organizer
      日本行動計量学会第43回大会
    • Place of Presentation
      首都大学東京 南大沢キャンパス
    • Year and Date
      2015-09-02
    • Related Report
      2015 Research-status Report
  • [Presentation] Matching pseudocounts for interval estimation of binomial and Poisson parameters.2015

    • Author(s)
      Ogasawara, H.
    • Organizer
      The 60th World Statistics Congress
    • Place of Presentation
      Rio de Janeiro, Brazil
    • Year and Date
      2015-07-26
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] Asymptotic properties of the Bayes modal estimators of item parameters in item response theory.2015

    • Author(s)
      Ogasawara, H.
    • Organizer
      The 14th European Congress of Psychology
    • Place of Presentation
      Milan, Italy
    • Year and Date
      2015-07-07
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] Optimization of the Gaussian and Jeffreys power priors with emphasis on the canonical parameters in the exponential family.2015

    • Author(s)
      Ogasawara, H.
    • Organizer
      2015 IMS-China International Conference on Statistics and Probability (IMS = The Institute of Mathematical Statistics)
    • Place of Presentation
      Kunming, China
    • Year and Date
      2015-07-01
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] 指数分布族におけるカノニカルパラメータの推定量の漸近キュミュラント2014

    • Author(s)
      小笠原春彦
    • 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
    • Year and Date
      2014-09-16
    • Related Report
      2014 Research-status Report
  • [Presentation] IRTにおける項目パラメータのベイズ推定量の漸近的性質2014

    • Author(s)
      小笠原春彦
    • Organizer
      日本心理学会第78回大会
    • Place of Presentation
      同志社大学今出川キャンパス
    • Year and Date
      2014-09-10
    • Related Report
      2014 Research-status Report
  • [Presentation] 項目反応理論における推定された項目パラメータを用いた能力の推定量の漸近キュミュラント2014

    • Author(s)
      小笠原春彦
    • Organizer
      日本行動計量学会第42回大会
    • Place of Presentation
      東北大学川内北キャンパス
    • Year and Date
      2014-09-05
    • Related Report
      2014 Research-status Report
  • [Presentation] On the estimator of the canonical parameter in the exponential family.2014

    • Author(s)
      Ogasawara, H.
    • Organizer
      The 21st International Conference on Computational Statistics
    • Place of Presentation
      Geneva, Switzerland
    • Year and Date
      2014-08-19
    • Related Report
      2014 Research-status Report
  • [Presentation] Asymptotic properties of the Bayes and pseudo Bayes estimators of ability in item response theory.2014

    • Author(s)
      Ogasawara, H.
    • Organizer
      Joint Statistical Meetings (JSM2014)
    • Place of Presentation
      Boston, MA, USA
    • Year and Date
      2014-08-05
    • Related Report
      2014 Research-status Report
  • [Presentation] Asymptotic cumulants of the estimator of the canonical parameter in the exponential family.2014

    • Author(s)
      Ogasawara, H.
    • Organizer
      The 11th International Vilnius Conference on Probability and Mathematical Statistics
    • Place of Presentation
      Vilnius, Lithuania
    • Year and Date
      2014-06-30
    • Related Report
      2014 Research-status Report
  • [Remarks] Haruhiko Ogasawara

    • URL

      http://www.res.otaru-uc.ac.jp/~hogasa/

    • Related Report
      2016 Annual Research Report 2015 Research-status Report 2014 Research-status Report

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Published: 2014-04-04   Modified: 2018-03-22  

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