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Development of the stability evaluation system for the rotated solutions in factor analysis and principal component analysis

Research Project

Project/Area Number 11610097
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field 教育・社会系心理学
Research InstitutionOtaru University of Commerce

Principal Investigator

OGASAWARA Haruhiko  Faculty of Commerce, Otaru University of Commerce, Professor, 商学部, 教授 (70271731)

Project Period (FY) 1999 – 2000
Project Status Completed (Fiscal Year 2000)
Budget Amount *help
¥1,600,000 (Direct Cost: ¥1,600,000)
Fiscal Year 2000: ¥500,000 (Direct Cost: ¥500,000)
Fiscal Year 1999: ¥1,100,000 (Direct Cost: ¥1,100,000)
Keywordsstandard errors / factor analysis / factor rotation / principal component analysis / Kaiser's normalization / information matrix / orthomax solutions / oblique solutions
Research Abstract

The objectives of this research are to provide the theoretical results for the stability of rotated solutions in factor analysis and principal component analysis, and to develop a software to obtain the standard errors of the solutions which can be used in actual data analysis.
1. Theoretical results for the stability of rotated solutions
(1) A general formula for the standard errors of the rotated solutions, which are frequently used in practice, is provided. Especially, the formula for the standard errors of the obliquely rotated solutions by the general symmetric family of quartic criteria has been provided.
(2) For principal component analysis, the standard errors are also obtained by applying a similar method used in factor analysis i.e., the method using the augmented information matrix.
2. Development of the software : Rosef Version 1.0
(1) Name : Rosef 1.0 (A subroutine library for the ROtated solutions with their asymptotic Standard Errors in Factor analysis)
(2) Language and usage : Fortran 90 subroutines
(3) Rotated solutions : Orthogonal and oblique solutions e.g., procrustes solutions, promax solutions, and Harris-Kaiser orthoblique solutions
(4) Manual : A user's guide of 47 pages in English is available.

Report

(3 results)
  • 2000 Annual Research Report   Final Research Report Summary
  • 1999 Annual Research Report
  • Research Products

    (27 results)

All Other

All Publications (27 results)

  • [Publications] Ogasawara,H.: "Standard errors for procrustes solutions."Japanese Psychological Research. 41・2. 121-131 (1999)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] 小笠原春彦: "規準化直接オブリミン解の標準誤差"心理学研究. 70・4. 333-338 (1999)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] Ogasawara,H.: "On the standard errors of rotated factor loadings with weights for observed variables."Behaviormetrika. 27・1. 1-14 (2000)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] Ogasawara,H.: "Some relationships between factors and components."Psychometrika. 65・2. 167-185 (2000)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] Ogasawara,H.: "Standard errors for the Harris-Kaiser Case II orthoblique solution."Behaviormetrika. 27・2. 89-103 (2000)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] Ogasawara,H.: "Asymptotic correlations between rotated solutions in factor analysis."Behaviormetrika. 27・2. 105-123 (2000)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] Ogasawara,H.: "Standard errors of the principal component loadings for unstandardized and standardized variables."British Journal of Mathematical and Statistical Psychology. 53. 155-174 (2000)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] Ogasawara,H.: "Exploratory second-order analyses for components and factors."Japanese Psychological research. (in press).

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] Ogasawara, H.: "Standard errors for procrustes solutions."Japanese Psychological Research. 41(2). 121-130 (1999)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] Ogasawara, H.: "Standard errors for the direct oblimin solution with Kaiser's normalization. (in Japanese with English abstract)"Japanese Journal of Psychology. 70(4). 333-338 (1999)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] Ogasawara, H.: "On the standard errors of rotated factor loadings with weights for observed variables."Behaviormetrika. 27(1). 1-14 (2000)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] Ogasawara, H.: "Some relationships between factors and components."Psychometrika. 65(2). 167-185 (2000)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] Ogasawara, H.: "Standard errors for the Harris-Kaiser Case II orthoblique solution."Behaviormetrika. 27(2). 89-103 (2000)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] Ogasawara, H.: "Asymptotic correlations between rotated solutions in factor analysis."Behaviormetrika. 27(2). 105-123 (2000)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] Ogasawara, H.: "Standard errors of the principal component loadings for unstandardized and standardized variables."British Journal of Mathematical and Statistical Psychology. 53. 155-174 (2000)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] Ogasawara, H.: "Exploratory second-order analyses for components and factors."Japanese Psychological Research. (in press).

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] Ogasawara,H.: "On the standard errors of rotated factor loadings with weights for observed variables."Behaviormetrika. 27・1. 1-14 (2000)

    • Related Report
      2000 Annual Research Report
  • [Publications] Ogasawara,H.: "Some relationships between factors and components."Psychometrika. 65・2. 167-185 (2000)

    • Related Report
      2000 Annual Research Report
  • [Publications] Ogasawara,H.: "Standard errors for the Harris-Kaiser Case II orthoblique solution."Behaviormetrika. 27・2. 89-103 (2000)

    • Related Report
      2000 Annual Research Report
  • [Publications] Ogasawara,H.: "Asymptotic correlations between rotated solutions in factor analysis."Behaviormetrika. 27・2. 105-123 (2000)

    • Related Report
      2000 Annual Research Report
  • [Publications] Ogasawara,H.: "Standard errors of the principal component loadings for unstandardized and standardized variables."British Journal of Mathematical and Statistical Psychology.. 53. 155-174 (2000)

    • Related Report
      2000 Annual Research Report
  • [Publications] H.Ogasawara: "Standard errors for matrix correlations"Multivariate Behavioral Research. 34(1). 103-122 (1999)

    • Related Report
      1999 Annual Research Report
  • [Publications] H.Ogasawara: "Standard errors for procrustes solutions"Japanese Psychological Research. 41(2). 121-130 (1999)

    • Related Report
      1999 Annual Research Report
  • [Publications] H.Ogasawara: "Negative binomial factor analysis"Behaviormetrika. 26(2). 235-250 (1999)

    • Related Report
      1999 Annual Research Report
  • [Publications] 小笠原春彦: "規準化直接オブリミン解の標準誤差"心理学研究. 70(4). 333-338 (1999)

    • Related Report
      1999 Annual Research Report
  • [Publications] H.Ogasawara: "Standard errors of the principal component loadings for unstandardized and standardized variables"British Journal of Mathematical and Statistical Psychology. 掲載決定. (2000)

    • Related Report
      1999 Annual Research Report
  • [Publications] H.Ogasawara: "Some relationships between factors and components"Psychometrika. 掲載決定. (2000)

    • Related Report
      1999 Annual Research Report

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Published: 1999-04-01   Modified: 2016-04-21  

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