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Synthetic Multiple-Imputation Procedure for Multistage Complex Samples Cover

Synthetic Multiple-Imputation Procedure for Multistage Complex Samples

Open Access
|Mar 2016

References

  1. Anderson, D. and M. Aitkin. 1985. “Variance Component Models With Binary Response: Interviewer Variability.” Journal of the Royal Statistical Society, Series B: Statistical Methodology 47: 203-210.10.1111/j.2517-6161.1985.tb01346.x
  2. Cohen, M. P. 1997. “The Bayesian Bootstrap and Multiple Imputation for Unequal Probability Sample Designs.” In Proceedings of the Section on Survey Research Methods, American Statistical Association (ASA), Anaheim, CA, 1997, 635-638.
  3. Dong, Q., M.R. Elliott, and T.E. Raghunathan. 2014. “A Nonparametric Method to Generate Synthetic Populations to Adjust for Complex Sample Design.” Survey Methodology 40: 29-46
  4. Efron, B. 1979. “Bootstrap Methods: Another Look at the Jackknife.” Annals of Statistics 7: 1-26.10.1214/aos/1176344552
  5. Francisco, C.A. and W.A. Fuller. 1991. “Quantile Estimation With a Complex Survey Design.” Annals of Statististics 19: 454-469.10.1214/aos/1176347993
  6. Kim, J.K., M.J. Brick, W.A. Fuller, and G. Kalton. 2006. “On the Bias of the Multiple- Imputation Variance Estimator in Survey Sampling.” Journal of the Royal Statistical Society, Series B: Statistical Methodology 68: 509-521. Doi: http://dx.doi.org/10.1111/j.1467-9868.2006.00546.x.10.1111/j.1467-9868.2006.00546.x
  7. King, G. and L. Zeng. 2001. “Logistic Regression in Rare Events Data.” Political Analysis 9: 137-163.10.1093/oxfordjournals.pan.a004868
  8. Kovar, J.G., J.N.K. Rao, and C.F.J. Wu. 1988. “Bootstrap and Other Methods to Measure Errors in Survey Estimates.” Canadian Journal of Statistics 16: 25-45.10.2307/3315214
  9. Little, R.J. and D.B. Rubin. 2002. Statistical Analysis with Missing Data, (2nd ed.). New York: Wiley and Sons, New York.10.1002/9781119013563
  10. Little, R.J. and H. Zheng. 2007. “The Bayesian Approach to the Analysis of Finite Population Surveys.” Bayesian Statistics 8: 283-302.
  11. Lo, A.Y. 1988. “A Bayesian Bootstrap for a Finite Population.” The Annals of Statistics 16: 1684-1695.10.1214/aos/1176351061
  12. McCarthy, P.J., and C.B. Snowden. 1985. “The Bootstrap and Finite Population Sampling. Vital and Health Statistics.” Data Evaluation and Methods Research, Series 2, No. 95. Public Health Service Publication 85-1369, U.S. Government Printing Office, Washington Meng, X.L. 1994. “Multiple Imputation Inferences With Uncongenial Sources of Input.” Statistical Science 9: 538-558. Doi: http://dx.doi.org/10.1214/ss/1177010269.10.1214/ss/1177010269
  13. National Center for Health Statistics. 1996. Analytic And Reporting Guidelines: The Third National Health and Nutrition Examination Survey, NHANES III (1988-94). National Center for Health Statistics, Centers for Disease Control and Prevention, Hyattsville Maryland. Available at: http://www.cdc.gov/nchs/data/nhanes/nhanes3/nh3gui.pdf (accessed May 22, 2014)
  14. Rao, J.N.K. and C.F.J. Wu. 1988. “Resampling Inference With Complex Survey Data.” Journal of the American Statistical Association 83: 231-241. Doi: http://dx.doi.org/10.2307/2288945.10.2307/2288945
  15. Rao, J.N.K.C.F., J. Wu, and K. Yue. 1992. “Some Recent Work on Resampling Methods for Complex Surveys.” Survey Methodology 18: 209-217.
  16. Reiter, J.P., T.E. Raghunathan, and S.K. Kinney. 2006. “The Importance of Modeling the Sampling Design in Multiple Imputation for Missing Data.” Survey Methodology 32: 143-149.
  17. Rubin, D.B. 1976. “Inference and Missing Data.” Biometrika 63: 581-592.10.1093/biomet/63.3.581
  18. Rubin, D.B. 1987. Multiple Imputation for Nonresponse in Surveys. New York: Wiley.10.1002/9780470316696
  19. Rubin, D.B. 1996. “Multiple Imputation After 18þYears.” Journal of the American Statistical Association 91: 473-489. Doi: http://dx.doi.org/10.2307/2291635.10.2307/2291635
  20. Rust, K. and J.N.K. Rao. 1996. “Variance Estimation for Complex Estimators in Sample Surveys.” Statistics in Medical Research 5: 381-397.
  21. Schafer, J.L. 1997. Analysis of Incomplete Multivariate Data. London: Chapman and Hall.10.1201/9781439821862
  22. Schenker, N., T.E. Raghunathan, P. Chiu, D.M. Makuc, G. Zhang, and A.J. Cohen. 2006. “Multiple Imputation of Missing Income Data in the National Health Interview Survey.” Journal of the American Statistical Association 101: 924-933. Doi: http://dx.doi.org/10.1198/016214505000001375.10.1198/016214505000001375
  23. Stiratelli, R., N. Laird, and J. Ware. 1984. “Random-Effects Models for Serial Observations With Binary Response.” Biometrics 40: 961-971. Doi: http://dx.doi.org/10.2307/2531147.10.2307/2531147
  24. Wei, Y., Y. Ma, and R.J. Carroll. 2012. “Multiple Imputation in Quantile Regression.” Biometrika 99: 423-438. Doi: http://dx.doi.org/10.1093/biomet/ass007.10.1093/biomet/ass007405908324944347
  25. Wolter, K.M. 2007. Introduction to Variance Estimation. New York: Springer.
  26. Woodruff, R. 1952. “Confidence Interval for Medians and Other Position Measures.” Journal of the American Statistical Association 47: 635-646. Doi: http://dx.doi.org/10.1080/01621459.1952.10483443.10.1080/01621459.1952.10483443
  27. Yang, S., J.K. Kim, and D.W. Shin. 2013. “Imputation Methods for Quantile Estimation under Missing at Random.” Statistics and Its Interface 6: 369-377.10.4310/SII.2013.v6.n3.a7
  28. Yuan, Y. and R.J. Little. 2007. “Parametric and Semiparametric Model-Based Estimates of the Finite Population Mean for Two-Stage Cluster Samples With Item Nonresponse.” Biometrics 63: 1172-1180. Doi: http://dx.doi.org/10.1111/j.1541-0420.2007.00816.x.10.1111/j.1541-0420.2007.00816.x17489967
  29. Zhao, E. and R.M. Yucel. 2009. “Performance of Sequential Imputation Method in Multilevel Applications.” In Proceedings of the Section on Survey Research Methods, American Statistical Association ASA, August, Washington D.C., 2800-2810.
  30. Zhou, H. 2014. “Accounting for Complex Sample Designs in Multiple Imputation Using the Finite Population Bayesian Bootstrap.” Unpublished PhD Thesis
Language: English
Page range: 231 - 256
Submitted on: Jun 1, 2014
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Accepted on: Apr 1, 2015
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Published on: Mar 10, 2016
Published by: Sciendo
In partnership with: Paradigm Publishing Services
Publication frequency: 4 issues per year

© 2016 Hanzhi Zhou, Michael R. Elliott, Trivellore E. Raghunathan, published by Sciendo
This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 License.