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Applications of asymptotic theory to data analysis in behaviormetrics with discrete and continuous variables

Research Project

Project/Area Number 23500341
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, 教授 (70271731)

Project Period (FY) 2011 – 2013
Project Status Completed (Fiscal Year 2013)
Budget Amount *help
¥4,940,000 (Direct Cost: ¥3,800,000、Indirect Cost: ¥1,140,000)
Fiscal Year 2013: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Fiscal Year 2012: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Fiscal Year 2011: ¥1,820,000 (Direct Cost: ¥1,400,000、Indirect Cost: ¥420,000)
Keywords行動計量分析 / 漸近展開 / キュミュラント / 信頼区間 / エッジワース展開 / 構造方程式モデリング / カイ自乗分布 / 最小自乗解 / 適合度 / 行動計量 / キュムラント
Research Abstract

For statistical testing and interval estimation of unknown quantities like population parameters, the distributions of their associated statistics are required. However, their accurate values are often unavailable. On the other hand, using statistical asymptotic theory, their approximation can be obtained. In this study, asymptotic expansions of the distributions of the statistics are derived for dada analysis in behaviormetrics using discrete and continuous variables.

Report

(4 results)
  • 2013 Annual Research Report   Final Research Report ( PDF )
  • 2012 Research-status Report
  • 2011 Research-status Report
  • Research Products

    (71 results)

All 2013 2012 2011 Other

All Journal Article (21 results) (of which Peer Reviewed: 21 results) Presentation (39 results) (of which Invited: 2 results) Book (4 results) Remarks (7 results)

  • [Journal Article] Estimation of ability with reduced asymptotic mean square error in item response theory2013

    • Author(s)
      Ogasawara, H
    • Journal Title

      Journal of The Japan Statistical Society

      Volume: 43(2) Pages: 187-202

    • NAID

      130004696124

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] Asymptotic properties of the Bayes modal estimators of item parameters in item response theory2013

    • Author(s)
      Ogasawara, H
    • Journal Title

      Computational Statistics

      Volume: 28(6) Pages: 2559-2583

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] Asymptotic cumulants of the estimator of the canonical parameter in the exponential family2013

    • Author(s)
      Ogasawara, H
    • Journal Title

      Journal of Statistical Planning and Inference

      Volume: 143(12) Pages: 2142-2150

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] Asymptotic cumulants of ability estimators using fallible item parameters2013

    • Author(s)
      Ogasawara, H
    • Journal Title

      Journal of Multivariate Analysis

      Volume: 119 Pages: 144-162

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] Asymptotic properties of the Bayes and pseudo Bayes estimators of ability in item response theory2013

    • Author(s)
      Ogasawara, H
    • Journal Title

      Journal of Multivariate Analysis

      Volume: 114 Pages: 359-377

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] Estimation of ability with reduced asymptotic mean square error in item response theory.2013

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

      Journal of The Japan Statistical Society

      Volume: 43 (2) Pages: 187-202

    • NAID

      130004696124

    • Related Report
      2013 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Asymptotic properties of the Bayes modal estimators of item parameters in item response theory.2013

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

      Computational Statistics

      Volume: 28 (6) Issue: 6 Pages: 2559-2583

    • DOI

      10.1007/s00180-013-0418-5

    • Related Report
      2013 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Asymptotic cumulants of the estimator of the canonical parameter in the exponential family.2013

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

      Journal of Statistical Planning and Inference

      Volume: 143 (12) Pages: 2142-2150

    • Related Report
      2013 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Asymptotic cumulants of ability estimators using fallible item parameters.2013

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

      Journal of Multivariate Analysis

      Volume: 119 Pages: 144-162

    • DOI

      10.1016/j.jmva.2013.04.008

    • Related Report
      2013 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Asymptotic properties of the Bayes and pseudo Bayes estimators of ability in item response theory.2013

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

      Journal of Multivariate Analysis

      Volume: 114 Pages: 359-377

    • DOI

      10.1016/j.jmva.2012.08.013

    • Related Report
      2013 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Asymptotic expansions for the ability estimator in item response theory2012

    • Author(s)
      Ogasawara, H
    • Journal Title

      Computational Statistics

      Volume: 27(4) Pages: 661-683

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] Asymptotic cumulants of functions of multinomial sample proportions with adjustment for empty cells2012

    • Author(s)
      Ogasawara, H
    • Journal Title

      Behaviormetrika

      Volume: 39(2) Pages: 211-241

    • NAID

      10030867309

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] Cornish-Fisher expansions using sample cumulants and monotonic transformations2012

    • Author(s)
      Ogasawara, H
    • Journal Title

      Journal of Multivariate Analysis

      Volume: 103(1) Pages: 1-18

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] Cornish-Fisher expansions using sample cumulants and monotonic transformations.2012

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

      Journal of Multivariate Analysis

      Volume: Vol. 103 Pages: 1-18

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] Asymptotic cumulants of functions of multinomial sample proportions with adjustment for empty cells.2012

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

      Behaviormetrika

      Volume: Vol. 39 Pages: 211-241

    • NAID

      10030867309

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] Asymptotic expansions for the ability estimator in item response theory.2012

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

      Computational Statistics

      Volume: Vol. 27 Pages: 661-683

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] Asymptotic expansions of the distributions of the polyserial correlation coefficients2011

    • Author(s)
      Ogasawara, H
    • Journal Title

      Behaviormetrika

      Volume: 38(2) Pages: 153-168

    • NAID

      130007589192

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] Asymptotic expansions in multi-group analysis of moment structures with an application to linearized estimators2011

    • Author(s)
      Ogasawara, H
    • Journal Title

      Communications in Statistics - Theory and Methods

      Volume: 40(9) Pages: 1701-1716

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] Asymptotic expansions of the null distributions of discrepancy functions for general covariance structures under nonnormality.2011

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

      American Journal of Mathematical and Management Sciences (The formal publication year is 2010 though actually published in around December 2011 due partially to the death of the former editor)

      Volume: Vol.30 Pages: 385-422

    • Related Report
      2011 Research-status Report
    • Peer Reviewed
  • [Journal Article] Asymptotic expansions in multi-group analysis of moment structures with an application to linearized estimators.2011

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

      Communications in Statistics - Theory and Methods

      Volume: Vol.40 Issue: 9 Pages: 1701-1716

    • DOI

      10.1080/03610921003650416

    • Related Report
      2011 Research-status Report
    • Peer Reviewed
  • [Journal Article] Asymptotic expansions of the distributions of the polyserial correlation coefficients.2011

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

      Behaviormetrika

      Volume: Vol.38 Pages: 153-168

    • NAID

      130007589192

    • Related Report
      2011 Research-status Report
    • Peer Reviewed
  • [Presentation] Bias adjustment for minimization of the asymptotic mean square error2013

    • Author(s)
      Ogasawara, H
    • Organizer
      Conference on Role of Statistics in the Advancement of Science and Technology on the Occasion of Diamond Jubilee Year of the Department of Statistics & The International Year of Statistics
    • Place of Presentation
      Pune University, Pune, India
    • Year and Date
      2013-12-17
    • Related Report
      2013 Final Research Report
  • [Presentation] Bias adjustment minimizing the asymptotic mean square error2013

    • Author(s)
      Ogasawara, H
    • Organizer
      Ishigaki International Conference on Modern Statistics Theories, Practices, and Education in the 21st Century
    • Place of Presentation
      Ishigaki, Japan
    • Year and Date
      2013-11-09
    • Related Report
      2013 Final Research Report
  • [Presentation] IRTにおける能力の最尤およびベイズ推定量の漸近的性質2013

    • Author(s)
      小笠原春彦
    • Organizer
      日本心理学会第77回大会
    • Place of Presentation
      札幌コンベンションセンター・札幌市産業振興センター
    • Year and Date
      2013-09-19
    • Related Report
      2013 Annual Research Report 2013 Final Research Report
  • [Presentation] 漸近平均2乗誤差を最小化するバイアス調整2013

    • Author(s)
      小笠原春彦
    • Organizer
      2013年度統計関連学会連合大会
    • Place of Presentation
      大阪大学豊中キャンパス
    • Year and Date
      2013-09-11
    • Related Report
      2013 Final Research Report
  • [Presentation] 項目反応理論における能力のベイズおよび擬似ベイズ推定量の漸近的性質2013

    • Author(s)
      小笠原春彦
    • Organizer
      日本行動計量学会第41回大会
    • Place of Presentation
      東邦大学習志野キャンパス
    • Year and Date
      2013-09-05
    • Related Report
      2013 Annual Research Report 2013 Final Research Report
  • [Presentation] Monotonic transformations for asymptotic expansions2013

    • Author(s)
      Ogasawara, H
    • Organizer
      Joint Meeting of the IASC Satellite Conference for the 59th ISI WSC and the 8th Conference of the Asian Regional Section of the IASC
    • Place of Presentation
      Seoul, Korea
    • Year and Date
      2013-08-22
    • Related Report
      2013 Final Research Report
  • [Presentation] Bias adjustment minimizing the asymptotic mean square error2013

    • Author(s)
      Ogasawara, H
    • Organizer
      The 22nd International Workshop on Matrices and Statistics
    • Place of Presentation
      Toronto, Canada
    • Year and Date
      2013-08-14
    • Related Report
      2013 Final Research Report
  • [Presentation] Asymptotic expansions with monotonicity2013

    • Author(s)
      Ogasawara, H
    • Organizer
      The 29th European Meeting of Statisticians
    • Place of Presentation
      Budapest, Hungary
    • Year and Date
      2013-07-25
    • Related Report
      2013 Final Research Report
  • [Presentation] Bias adjustment for minimization of the asymptotic mean square error.2013

    • Author(s)
      Ogasawara, H.
    • Organizer
      Conference on Role of Statistics in the Advancement of Science and Technology on the Occasion of Diamond Jubilee Year of the Department of Statistics & The International Year of Statistics
    • Place of Presentation
      Pune University, Pune, India.
    • Related Report
      2013 Annual Research Report
    • Invited
  • [Presentation] Bias adjustment minimizing the asymptotic mean square error.2013

    • Author(s)
      Ogasawara, H.
    • Organizer
      Ishigaki International Conference on Modern Statistics Theories, Practices, and Education in the 21st Century
    • Place of Presentation
      Ishigaki, Japan.
    • Related Report
      2013 Annual Research Report
  • [Presentation] 漸近平均2乗誤差を最小化するバイアス調整2013

    • Author(s)
      小笠原 春彦
    • Organizer
      2013年度統計関連学会連合大会
    • Place of Presentation
      大阪大学豊中キャンパス
    • Related Report
      2013 Annual Research Report
  • [Presentation] Monotonic transformations for asymptotic expansions.2013

    • Author(s)
      Ogasawara, H.
    • Organizer
      Joint Meeting of the IASC Satellite Conference for the 59th ISI WSC and the 8th Conference of the Asian Regional Section of the IASC (IASC = The Intn. Asso. for Stat. Comp., WSC = World Stat. Cong.).
    • Place of Presentation
      Seoul, Korea.
    • Related Report
      2013 Annual Research Report
  • [Presentation] Bias adjustment minimizing the asymptotic mean square error.2013

    • Author(s)
      Ogasawara, H.
    • Organizer
      The 22nd International Workshop on Matrices and Statistics
    • Place of Presentation
      Toronto, Canada.
    • Related Report
      2013 Annual Research Report
  • [Presentation] Asymptotic expansions with monotonicity.2013

    • Author(s)
      Ogasawara, H.
    • Organizer
      The 29th European Meeting of Statisticians
    • Place of Presentation
      Budapest, Hungary.
    • Related Report
      2013 Annual Research Report
  • [Presentation] Monotonic transformations for the Cornish-Fisher expansion2012

    • Author(s)
      Ogasawara, H
    • Organizer
      Eighth International Triennial Calcutta Symposium on Probability and Statistics
    • Place of Presentation
      Calcutta, India
    • Year and Date
      2012-12-27
    • Related Report
      2013 Final Research Report
  • [Presentation] 度数0の調整を伴う標本割合の関数の漸近キュミュラント2012

    • Author(s)
      小笠原春彦
    • Organizer
      日本行動計量学会第40回大会
    • Place of Presentation
      新潟県立大学
    • Year and Date
      2012-09-15
    • Related Report
      2013 Final Research Report
  • [Presentation] IRTにおける能力の最尤推定量の漸近キュミュラント2012

    • Author(s)
      小笠原春彦
    • Organizer
      日本心理学会第76回大会
    • Place of Presentation
      専修大学生田キャンパス
    • Year and Date
      2012-09-11
    • Related Report
      2013 Final Research Report
  • [Presentation] 標本キュミュラントと単調変換を用いたコーニッシュ-フィッシャー展開2012

    • Author(s)
      小笠原春彦
    • Organizer
      2012年度統計関連学会連合大会
    • Place of Presentation
      北海道大学高等教育機能開発センター(札幌市)
    • Year and Date
      2012-09-10
    • Related Report
      2013 Final Research Report
  • [Presentation] Asymptotic expansions for the ability estimator in item response theory2012

    • Author(s)
      Ogasawara, H
    • Organizer
      The 20th International Conference on Computational Statistics (COMPSTAT 2012)
    • Place of Presentation
      Limassol, Cyprus
    • Year and Date
      2012-08-28
    • Related Report
      2013 Final Research Report
  • [Presentation] Asymptotic expansions for the pivots using log-likelihood derivatives with an application in item response theory2012

    • Author(s)
      Ogasawara, H
    • Organizer
      Joint Statistical Meetings (JSM2012)
    • Place of Presentation
      San Diego, USA
    • Year and Date
      2012-07-31
    • Related Report
      2013 Final Research Report
  • [Presentation] Asymptotic cumulants of functions of multinomial sample proportions with adjustment for empty cells2012

    • Author(s)
      Ogasawara, H
    • Organizer
      The 8th World Congress in Probability and Statistics
    • Place of Presentation
      Istanbul, Turkey
    • Year and Date
      2012-07-10
    • Related Report
      2013 Final Research Report
  • [Presentation] Asymptotic cumulants of functions of multinomial sample proportions with adjustment for empty cells.2012

    • Author(s)
      Ogasawara, H.
    • Organizer
      The 8th World Congress in Probability and Statistics
    • Place of Presentation
      Istanbul, Turkey
    • Related Report
      2012 Research-status Report
  • [Presentation] Asymptotic expansions for the pivots using log-likelihood derivatives with an application in item response theory.2012

    • Author(s)
      Ogasawara, H.
    • Organizer
      Joint Statistical Meetings (JSM2012)
    • Place of Presentation
      San Diego, USA
    • Related Report
      2012 Research-status Report
  • [Presentation] Asymptotic expansions for the ability estimator in item response theory.2012

    • Author(s)
      Ogasawara, H.
    • Organizer
      The 20th International Conference on Computational Statistics (COMPSTAT 2012)
    • Place of Presentation
      Limassol, Cyprus
    • Related Report
      2012 Research-status Report
  • [Presentation] 標本キュミュラントと単調変換を用いたコーニッシュ-フィッシャー展開2012

    • Author(s)
      小笠原 春彦
    • Organizer
      2012年度統計関連学会連合大会
    • Place of Presentation
      北海道大学高等教育機能開発センター(札幌市)
    • Related Report
      2012 Research-status Report
  • [Presentation] IRTにおける能力の最尤推定量の漸近キュミュラント2012

    • Author(s)
      小笠原 春彦
    • Organizer
      日本心理学会第76回大会
    • Place of Presentation
      専修大学 生田キャンパス
    • Related Report
      2012 Research-status Report
  • [Presentation] 度数0の調整を伴う標本割合の関数の漸近キュミュラント2012

    • Author(s)
      小笠原 春彦
    • Organizer
      日本行動計量学会第40回大会
    • Place of Presentation
      新潟県立大学
    • Related Report
      2012 Research-status Report
  • [Presentation] Monotonic transformations for the Cornish-Fisher expansion.2012

    • Author(s)
      Ogasawara, H.
    • Organizer
      Eighth International Triennial Calcutta Symposium on Probability and Statistics
    • Place of Presentation
      Calcutta, India
    • Related Report
      2012 Research-status Report
  • [Presentation] Monotonic transformations using sample cumulants in asymptotic expansions2011

    • Author(s)
      Ogasawara, H
    • Organizer
      An International Conference : Statistical Concepts and Methods for the Modern World
    • Place of Presentation
      Colombo, Sri Lanka
    • Year and Date
      2011-12-29
    • Related Report
      2013 Final Research Report
  • [Presentation] Asymptotic expansions of the distributions of the polyserial correlation coefficients2011

    • Author(s)
      Ogasawara, H
    • Organizer
      Joint Meeting of The 2011 Taipei International Statistical Symposium and 7th Conference of the Asian Regional Section of the IASC (International Association for Statistical Computing)
    • Place of Presentation
      Taipei, Taiwan
    • Year and Date
      2011-12-17
    • Related Report
      2013 Final Research Report
  • [Presentation] 多列相関係数の分布の漸近展開2011

    • Author(s)
      小笠原春彦
    • Organizer
      日本心理学会第75回大会
    • Place of Presentation
      日本大学文理学部
    • Year and Date
      2011-09-15
    • Related Report
      2013 Final Research Report 2011 Research-status Report
  • [Presentation] 四分相関係数の分布に関する漸近展開2011

    • Author(s)
      小笠原春彦
    • Organizer
      日本行動計量学会第39回大会
    • Place of Presentation
      岡山理科大学
    • Year and Date
      2011-09-13
    • Related Report
      2013 Final Research Report 2011 Research-status Report
  • [Presentation] 対数尤度導関数によるピボットの漸近展開と項目反応理論への応用2011

    • Author(s)
      小笠原春彦
    • Organizer
      2011年度統計関連学会連合大会
    • Place of Presentation
      九州大学伊都キャンパス
    • Year and Date
      2011-09-05
    • Related Report
      2013 Final Research Report 2011 Research-status Report
  • [Presentation] Applications of asymptotic expansion in structural equation modeling : Mean and covariance structure analysis2011

    • Author(s)
      Ogasawara, H
    • Organizer
      Paper presented in the invited symposium : Aspects of structural equation modeling organized by H. Ogasawara at The 17th International Meeting of the Psychometric Society
    • Place of Presentation
      Hong Kong
    • Year and Date
      2011-07-21
    • Related Report
      2013 Final Research Report
    • Invited
  • [Presentation] Cornish-Fisher expansions using sample cumulants and monotonic transformations2011

    • Author(s)
      Ogasawara, H
    • Organizer
      The 9th Tartu Conference on Multivariate Statistics
    • Place of Presentation
      Tartu, Estonia
    • Year and Date
      2011-06-27
    • Related Report
      2013 Final Research Report
  • [Presentation] Cornish-Fisher expansions using sample cumulants and monotonic transformations.2011

    • Author(s)
      Ogasawara, H.
    • Organizer
      The 9th Tartu Conference on Multivariate Statistics
    • Place of Presentation
      Tartu, Estonia
    • Related Report
      2011 Research-status Report
  • [Presentation] Applications of asymptotic expansion in structural equation modeling: Mean and covariance structure analysis.2011

    • Author(s)
      Ogasawara, H.
    • Organizer
      Paper presented in the invited symposium: Aspects of structural equation modeling organized by H. Ogasawara at The 17th International Meeting of the Psychometric Society(招待講演)
    • Place of Presentation
      Hong Kong
    • Related Report
      2011 Research-status Report
  • [Presentation] Asymptotic expansions of the distributions of the polyserial correlation coefficients.2011

    • Author(s)
      Ogasawara, H.
    • Organizer
      Joint Meeting of The 2011 Taipei International Statistical Symposium and 7th Conference of the Asian Regional Section of the IASC (International Association for Statistical Computing)
    • Place of Presentation
      Taipei, Taiwan
    • Related Report
      2011 Research-status Report
  • [Presentation] Monotonic transformations using sample cumulants in asymptotic expansions.2011

    • Author(s)
      Ogasawara, H.
    • Organizer
      An International Conference: Statistical Concepts and Methods for the Modern World(招待講演)
    • Place of Presentation
      Colombo, Sri Lanka
    • Related Report
      2011 Research-status Report
  • [Book] Asymptotic expansions of the distributions of the least squares estimators in factor analysis and structural equation modeling. In R. Chakraborty, C. R. Rao, & P. K. Sen (Eds.), Handbook of statistics : Vol.28. Bioinformatics in human health and heredity2012

    • Author(s)
      Ogasawara, H
    • Publisher
      New York : Elsevier
    • Related Report
      2013 Final Research Report
  • [Book] R. Chakraborty, C. R. Rao, & P. K. Sen (Eds.), Handbook of statistics: Vol.28. Bioinformatics in human health and heredity2012

    • Author(s)
      Ogasawara, H.
    • Publisher
      New York: Elsevier
    • Related Report
      2012 Research-status Report
  • [Book] Applications of asymptotic expansion in item response theory linking. In A. A. von Davier (Ed.), Statistical models of test equating, scaling, and linking2011

    • Author(s)
      Ogasawara, H
    • Publisher
      New York : Springer
    • Related Report
      2013 Final Research Report
  • [Book] Applications of asymptotic expansion in item response theory linking. In A. A. von Davier (Ed.), Statistical models of test equating, scaling, and linking.2011

    • Author(s)
      Ogasawara, H.
    • Publisher
      Springer, New York
    • Related Report
      2011 Research-status Report
  • [Remarks] ホームページ等 研究代表者

    • URL

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

    • Related Report
      2013 Final Research Report
  • [Remarks] 機関リポジトリ

    • URL

      http://barrel.ih.otaru-uc.ac.jp/

    • Related Report
      2013 Final Research Report
  • [Remarks] Haruhiko Ogasawara

    • URL

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

    • Related Report
      2013 Annual Research Report
  • [Remarks] Haruhiko Ogasawara

    • URL

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

    • Related Report
      2012 Research-status Report
  • [Remarks] 研究者ページ 小笠原 春彦 (小樽商科大学 機関レポジトリ Barrel)

    • URL

      http://barrel.ih.otaru-uc.ac.jp/researcher?action=viewResearcherPage&researcherId=43

    • Related Report
      2012 Research-status Report
  • [Remarks]

    • URL

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

    • Related Report
      2011 Research-status Report
  • [Remarks]

    • URL

      http://barrel.ih.otaru-uc.ac.jp/researcher?action=viewResearcherPage&researcherId=43

    • Related Report
      2011 Research-status Report

URL: 

Published: 2011-08-05   Modified: 2019-07-29  

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