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Inference

Imputation in Data Fusion of Heterogeneous Data Sets A Model-Based Numerical Experiment

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Pages 1316-1328 | Received 15 Jun 2006, Accepted 26 Jan 2008, Published online: 12 Feb 2011

References

  • Augurzky , B. , Kluve , J. ( 2004 ). Assessing the performance of matching algorithms when selection into treatment is strong. RWI: Discussion paper 21. Rheinisch-Westfälisches Institut für Wirtschaftsforschung .
  • Barnard , J. , Rubin , D. R. ( 1999 ). Small-sample degrees of freedom with multiple imputation . Biometrika 86 : 948 – 955 .
  • Dempster , A. P. , Laird , N. M. , Rubin , D. B. ( 1977 ). Maximum likelihood from incomplete data via the EM algorithm (with discussion) . Journal of the Royal Statistical Society A 39 : 1 – 38 .
  • Graf , M. ( 2004 ). Fusion de données. Rapport de méthodes du Service de méthodes statistiques de l'Office Fédéral de la Statistique. Neuchâtel , Switzerland .
  • Griffin , R. A. ( 1994 ). An application of stochastic optimization to combine two files. Proceedings of the survey research methods section . American Statistical Association , 485 – 490 .
  • Hu , M.-X. , Salvucci , S. , Lee , R. ( 2001 ). A study of imputation algorithms. Working Paper No. 2001–17. U.S. Department of Education , National Center for Education Statistics , Washington D.C .
  • Kovacevic , M. S. , Liu , T.-P. ( 1994 ). Statistical matching of survey datafiles: A simulation study. Proceedings of the Survey Research Methods Section . American Statistical Association 479 – 484 .
  • McLachlan , G. J. , Krishnan , T. ( 1996 ). The EM Algorithm and Extensions . New York : Wiley .
  • Saporta , G. ( 2002 ). Data fusion and data grafting . Computational Statistics and Data Analysis 38 : 465 – 473 .
  • Schafer , J. L. , Olsen , M. K. ( 1998 ). Multiple imputation for multivariate missing-data problems: a data analyst's perspective . Multivariate Behavioral Research 33 : 545 – 571 .
  • Van Der Puttan , P. , Kok , J. N. , Gupta , A. ( 2002 ). Data Fusion Through Statistical Matching. MIT Sloan Working Paper No. 4342–02 .
  • Williams , T. R. ( 2001 ). Flexible matching imputation: Combining hot-deck imputation with model-based Methodology. Proceedings of the Annual Meeting of the American Statistical Association .
  • Yoshizoe , Y. , Araki , M. ( 1999 ). Use of statistical matching for household surveys in Japan. In 52nd Session of the International Statistical Institute , Helsinki , Finland .

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