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CANONICAL ANALYSIS FOR INCOMPLETE DATA MATRIX

Research Project

Project/Area Number 15500184
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field Statistical science
Research InstitutionNiigata University

Principal Investigator

SHIBAYAMA Tadashi  Niigata University, Faculty of Education and Human Sciences, Associate Professor, 教育人間科学部, 助教授 (70240752)

Project Period (FY) 2003 – 2004
Project Status Completed (Fiscal Year 2004)
Budget Amount *help
¥1,800,000 (Direct Cost: ¥1,800,000)
Fiscal Year 2004: ¥600,000 (Direct Cost: ¥600,000)
Fiscal Year 2003: ¥1,200,000 (Direct Cost: ¥1,200,000)
KeywordsCANONICAL ANALYSIS / ANOVA / MISSING VALUES / INCOMPETE DATA / INDIVIDUAL DIFFERENCES / PCA / 不完全多変量データ / 欠損値 / 合成変量 / 正凖変量 / 大学入試 / 科目選択
Research Abstract

Equivalence of two methods for maximizing individual differences with incomplete test scores is formally proved. One method is based on the least squares criterion and can get composite scores in such a way that individual differences become as large as possible allowing for differences between difficulties of tests.
The other method is formulated from the viewpoint of ANOVA model, which is able to be easily extended to multi-component case. The basic result on the equivalence can be used to show the effective algorithm of PGA for incomplete data matrix.
The algorithm is written in S-PLUS.

Report

(3 results)
  • 2004 Annual Research Report   Final Research Report Summary
  • 2003 Annual Research Report
  • Research Products

    (3 results)

All 2004 Other

All Journal Article (2 results) Publications (1 results)

  • [Journal Article] 不完全テストスコアから個人差を最大とする合成得点を解析的に求める2つの方法の同等性2004

    • Author(s)
      柴山 直
    • Journal Title

      行動計量学 31

      Pages: 25-30

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Annual Research Report 2004 Final Research Report Summary
  • [Journal Article] Equivalence of Two Methods for Maximizing Individual Differences with Incomplete Test Scores2004

    • Author(s)
      Shibayama
    • Journal Title

      The Japanese Journal of Behaviormetrics Vol.31

      Pages: 25-30

    • NAID

      110003812587

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Publications] 柴山 直: "不完全なテストスコアから個人差を最大とする合成得点を解析的に求める2つの方法の同等性"行動計量学. (印刷中). (2004)

    • Related Report
      2003 Annual Research Report

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Published: 2003-04-01   Modified: 2016-04-21  

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