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Original Articles

Goodbye, Listwise Deletion: Presenting Hot Deck Imputation as an Easy and Effective Tool for Handling Missing Data

Pages 297-310 | Published online: 09 Dec 2011

REFERENCES

  • Allison , P. D. 2001 . Missing data , Los Angeles, CA : Sage Publications .
  • Anderson , A. B. , Basilevsky , A. and Hum , D. 1983 . “ Missing data: A review of the literature ” . In Handbook of survey research , Edited by: Rossi , P. , Wright , J. and Anderson , A. 415 – 494 . San Diego, CA : Academic Press .
  • Andridge , R. R. and Little , R. J. A. 2010 . A review of hot deck imputation for survey nonresponse . International Statistical Review , 78 ( 1 ) : 40 – 64 .
  • Bilmes, J. (1998). A gentle tutorial of the EM algorithm and its applications to parameter estimation for Gaussian mixture and hidden Markov models. International Computer Science Institute Technical Report, International Computer Science Institute. http://ssli.ee.washington.edu/people/bilmes/mypapers/em.pdf (http://ssli.ee.washington.edu/people/bilmes/mypapers/em.pdf)
  • Brick , J. M. and Kalton , G. 1996 . Handling missing data in survey research . Statistical Methods in Medical Research , 5 ( 3 ) : 215 – 238 .
  • DeSarbo , W. S. , Green , P. E. and Carroll , J. D. 1986 . Missing data in product-concept testing . Decision Sciences , 17 : 163 – 185 .
  • Enders , C. K. 2001 . A primer of maximum likelihood algorithms available for use with missing data . Structural Equation Modeling , 8 : 128 – 141 .
  • Harel , O. , Zimmerman , R. and Dekhtyar , O. 2008 . “ Approaches to the handling of missing data in communication research ” . In The SAGE sourcebook of advanced data analysis methods for communication research , Edited by: Hayes , A. F. , Slater , M. D. and Snyder , L. B. 349 – 371 . Los Angeles, CA : Sage Publications .
  • Hawthorne , G. and Elliott , P. 2005 . Imputing cross-sectional missing data: Comparison of common techniques . Australian and New Zealand Journal of Psychiatry , 39 ( 7 ) : 583 – 590 .
  • Kim , J. and Curry , J. 1977 . The treatment of missing data in multivariate analysis . Sociological Methods & Research , 6 : 215 – 240 .
  • King , G. 2001 . Analyzing incomplete political science data: An alternative algorithm for multiple imputation . American Political Science Review , 95 : 49 – 69 .
  • King, G., Honaker, J., Joseph, A., & Scheve, K. (1998). Listwise deletion is evil: What to do about missing data in political science (Unpublished manuscript). St. Louis, MO: Washington University in St. Louis. http://polmeth.wustl.edu/media/Paper/king98e.pdf (http://polmeth.wustl.edu/media/Paper/king98e.pdf)
  • Little , R. J. and Rubin , D. B. 1989 . The analysis of social science data with missing values . Sociological Methods & Research , 18 : 292 – 326 .
  • Peugh , J. L. and Enders , C. K. 2004 . Missing data in education research: A review of reporting practices and suggestions for improvement . Review of Educational Research , 74 ( 4 ) : 525 – 556 .
  • Roth , P. L. 1994 . Missing data: A conceptual review for applied psychologists . Personnel Psychology , 47 ( 3 ) : 537 – 560 .
  • Roth , P. L. , Switzer , F. S. and Switzer , D. M. 1999 . Missing data in multiple item scales: A Monte Carlo analysis of missing data techniques . Organizational Research Methods , 2 ( 3 ) : 211 – 232 .
  • Rubin , D. B. 1987 . Multiple imputation for nonresponse in surveys , New York, NY : Wiley .
  • Sande , I. G. 1983 . Hot-deck imputation procedures . Incomplete Data in Sample Surveys , 3 : 339 – 349 .
  • Schafer , J. L. 1999 . Multiple imputation: A primer . Statistical Methods in Medical Research , 8 : 3 – 15 .
  • Schafer , J. L. and Graham , J. W. 2002 . Missing data: Our view of the state of the art . Psychological Methods , 7 ( 2 ) : 147 – 177 .
  • Siddique , J. and Belin , T. R. 2008 . Multiple imputation using an iterative hot-deck with distance-based donor selection . Statistics in Medicine , 27 : 83 – 102 .

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