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A Study on Non-ignorable Nonresponse Problems in Generalized Linear Models

Research Project

Project/Area Number 12680310
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field Statistical science
Research InstitutionUniversity of Tsukuba

Principal Investigator

KANAZAWA Yuichiro  University of Tsukuba, Institute of Policy and Planning Science, Associate Professor, 社会工学系, 助教授 (50233854)

Project Period (FY) 2000 – 2003
Project Status Completed (Fiscal Year 2003)
Budget Amount *help
¥2,100,000 (Direct Cost: ¥2,100,000)
Fiscal Year 2003: ¥500,000 (Direct Cost: ¥500,000)
Fiscal Year 2002: ¥500,000 (Direct Cost: ¥500,000)
Fiscal Year 2001: ¥500,000 (Direct Cost: ¥500,000)
Fiscal Year 2000: ¥600,000 (Direct Cost: ¥600,000)
KeywordsEM Algorithm / Non-ignorable nonresponse / Missing completely at random / Missing at random / Multiple imputation / Proportional-odds model / Logistic regression model / Structural equation model / Structural equation model / False negatives
Research Abstract

Generalized linear models (GLM) with non-ignorably missing response or covariates has been studied since 1996 by Baker, Chen, Clifford, Fitzmaurice, Heath, Ibrahim, Laird, Lipshitz, Zahner. Their proposed method of estimation does not consider inestimability of the model parameters and their standard errors. In the fifth paper listed below, we uncovered the pattern of inestimability when some of the covariates in GLM are non-ignorably missing. In the fourth paper listed below, we again uncovered the pattern of inestimability when some of the resposes in GLM are non-ignorably missing. In this paper we also theoretically showed that if some of the responses are ignorably missing, then analysis of the listwisely deleted data will yield identical results with those using the method proposed by Ibrahim et al. in 1996 Biometrics paper. We also extended their parameter estimations method when there are non-ignorable non-responses in dependent variable to proportional-odds model and apply the … More method to total cast of ownership estimation in automobile markets in the U.S. in the paper listed third below
Structural equation models are widely recognized as an important tool for social sciences. The recent progresses in statistical software specializing in structural equation modeling such as LISREL, EQS, and AMOS accelerated its usage. In cases where each measurements are categorical, the model requires much more sophisticated approach and there does not seem to be an established consensus in how those categorical data ought to be analyzed. The recent advances in treating missing values in structural equation models are reviewed in Allison (2003) in which the limitations are pointed out of the more traditional methods such as listwise deletion or pairwise deletion and the more modern maximum likelihood estimation methods are explored. Also the underlying ideas and the actual implementation of multiple imputation methods are broadly discussed. This year we thoroughly reviewed the preceding progresses in this field and explore its problems in estimation using the real-world data in the first two papers listed below Less

Report

(5 results)
  • 2003 Annual Research Report   Final Research Report Summary
  • 2002 Annual Research Report
  • 2001 Annual Research Report
  • 2000 Annual Research Report
  • Research Products

    (16 results)

All Other

All Publications (16 results)

  • [Publications] Y.Yonetani, S.Watanabe, Y.Kanazawa: "A study on the effect of organizational family supportiveness on employee's turnover"Inst.of Policy and Planning Sci.Discussion Paper Series. No.1079. 1-37 (2004)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] N.Tsuru, Y.Kanazawa, S.Watanabe: "Continuous Learning as a Mediator of the Relationship between Personality and Sales Performance : An Empirical Study on a Japanese Information System Company"Japanese Journal of Administrative Science. 15(1). 29-45 (2001)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] V.Puripunyavanich, S.Myojo, Y.Kanazawa: "Estimating the maintenance and repair cost of automobiles from possibly biased reliability data of Consumer Reports"The Journal of ManagementAccounting, Japan. to appear. (2004)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] R.Tobiishi, Y.Kanazawa, et al.: "Evaluating Treatments of Rapidly Progressive Glomerulonephritis when the Response is Potentially Non-ignorably Missing"Japanese Journal of Biometrics. 21(1). 13-37 (2000)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] S.G.Lee, Y.Kanazawa: "Handling "Don't know" Survey Responses : The Case of Japanese Voters on Party Support"Behaviormetrika. 27(2). 181-200 (2000)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] Y.Yonetani, S.Watanabe, Y.Kanazawa: "A study on the effect of organizational family Supportiveness on employee's turnover"Institute of Policy and Planning Sciences. Discussion Paper Series. No.1079. 1-37 (2004)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] N.Tsuru, Y.Kanazawa, S.Watanabe: "Continuous Learning as a Mediator of the Relation ship between Personality and Sales Performance : An Empirical Study on a Japanese Information System Company"Japanese Journal of Administrative Science. 15(9). 29-45 (2001)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] V.Puripunyavanich, S.Myojo, Y.Kanazawa: "Estimating the maintenance and repair cost of automobiles from possibly biased reliability data of Consumer Reports"The Journal of Management Accounting (Japan). (to appear). (2004)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] R.Tobiishi, Y.Kanazawa, et al.: "Evaluating Treatments of Rapidly Progressive Glomerulonephritis when the Response is Potentially Non-ignorably Missing"Japanese Journal of Biometrics. 21(1). 13-37 (2000)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] S.G.Lee, Y.Kanazawa: "Handling "Don't know" Survey Responses : The Case of Japanese Voters on Party Support"Behaviormetrika. 27(2). 181-200 (2000)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] Y.Yonetani, S.Watanabe, Y.Kanazawa: "A study on the effect of organizational family supportiveness on employee's turnover"Inst.of Policy and Planning Sci.Discussion Paper Series. No.1079. 1-37 (2004)

    • Related Report
      2003 Annual Research Report
  • [Publications] K.Kurihara, S.Myojo, Y.Kanazawa: "An analysis of Japanese Automobile Market in Market Equilibrium"Inst.of Policy and Planning Sci.Discussion Paper Series. No.1078. 1-49 (2004)

    • Related Report
      2003 Annual Research Report
  • [Publications] Satoshi MYOJO, Yuichiro KANAZAWA: "Pricing automobiles to reflect their perceived quality differential in the U.S. automobile market"ASA Proceedings Spring Research Conference Section on Physical and Engineering Sciences (SPES). 2446-2451 (2002)

    • Related Report
      2002 Annual Research Report
  • [Publications] N. Tsuru, Y. Kanazawa, S. Watanabe: "Continuous Learning as a Mediator of the Relationship between Personality and Sales Performance : An Empirical Study on a Japanese Information System Company"Japanese Journal of Administrative Science. 15(1). 29-45 (2001)

    • Related Report
      2001 Annual Research Report
  • [Publications] S.G.Lee and Y.Kanazawa: "Handling "Don't know" Survey Responses : The Case of Japanese Voters on Party Support"Behaviormetrika. 27(2). 181-200 (2000)

    • Related Report
      2000 Annual Research Report
  • [Publications] R.Tobiishi,Y.Kanazawa, et.al: "Evaluating Treatments of Rapidly Progressive Glomerulonephritis when the Response is Potentially Non-ignorably Missing"Japanese Journal of Biometrics. 21(1). 13-37 (2000)

    • Related Report
      2000 Annual Research Report

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Published: 2000-04-01   Modified: 2016-04-21  

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