统计On Variance Estimation With Imputed Survey Data

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On Variance Estimation With Imputed Survey Data

文献名称	On Variance Estimation With Imputed Survey Data
文献作者	J. N. K. Rao
作者所在单位	Department of Mathematics and Statistics Carleton University
文献分类	已发表文献
学科一级分类	统计
学科二级分类	统计学
文献摘要	Unit nonresponsea nd item nonresponseb oth occurf requentlyi n surveys.U nit nonresponseis customarilyh andledb y weighting adjustmentw, hereasi tem nonresponseis usuallyt reatedb y some form of imputationI. n particulard, eterministico r stochastic imputationis often used to assign values for missing item responses.W e providea n accounto f some recentw ork on jackknife variancee stimationb ased on adjustedi mputedv alues, using only a single imputationa nd hence a single completedd ata set. We also presentl inearizedv ersionso f the jackknifev ariancee stimatorsW. e study both stratifieds imple randoms amplinga nd stratifiedm ultistages ampling.E xistingc omputerp rogramsf or jackknifea nd linearizationv ariancee stimationc an be modified to implementt he proposedv ariancee stimatorsw ithoutr equiringt he creationa ndp ermanenrt etentiono f supplementadl atas ets. But for secondarya nalyses,t he completedd ata set must includei nformationo n responses tatusf or each item as well as on the imputationc lass.
参考文献	Cox, B. G. (1980), "The Weighted Sequential Hot Deck Imputation Procedure," in Proceedings of the Survey Research Methods Section, American Statistical Association, pp. 721-725. Fay, R. E. (1993), "Valid Inferences From Imputed Survey Data," in Proceedings of the Survey Research Methods Section, American Statistical Association, pp. 227-232. Kalton, G., and Kasprzyk, D. (1986), "The Treatment of Missing Survey Data," Survey Methodology, 12, 1-16. Kovar, J. G., and Chen, E. J. (1994), "Jackknife Variance Estimation of Imputed Survey Data," Survey Methodology, 20, 45-52. Kovar, J. G., Rao, J. N. K., and Wu, C. F. J. (1988), "Measuring Errors in Survey Estimates," Canadian Journal of Statistics, 16 (supplement), 25-45. Krewski, D., and Rao, J. N. K. (1981), "Inference from Stratified Samples: Properties of the Linearization, Jackknife and Balanced Repeated Replication Methods," The Annals of Statistics, 9, 1010-1019. Little, R. J. (1986), "Survey Nonresponse Adjustments for Estimates of Means," International Statistical Review, 54, 139-157. Little, R. J., and Rubin, D. B. (1987), Statistical Analysis With Missing Data, New York: John Wiley. Platek, R., and Gray, G. B. (1983), "Imputation Methodology: Total Survey Error," in Incomplete Data in Sample Surveys 2, eds. W. G. Madow, I. Olkin, and D. B. Rubin, New York: Academic Press, pp. 249-333. Rao, J. N. K., and Shao, J. (1992), "Jackknife Variance Estimation With Survey Data Under Hot Deck Imputation," Biometrika, 79, 811-822. Rao, J. N. K., and Sitter, R. R. (1992), "Jackknife Variance Estimation Under Imputation for Missing Survey Data," Technical Report 214, Carleton University, Laboratory for Research in Statistics and Probability. (1994), "Variance Estimation Under Two-Phase Sampling With Applications to Imputation for Missing Data," unpublished report, Carleton University. Rubin, D. B. (1978), "Multiple Imputation in Sample Surveys-a Phenomenological Bayesian Approach to Nonresponse," in Proceedings of the Survey Research Methods Section, American Statistical Association, pp. 20-34. (1987), Multiple Imputation forNonresponse in Surveys, New York: John Wiley. Rubin, D. B., and Schenker, N. (1986), "Multiple Imputation for Interval Estimation From Simple Random Samples With Ignorable Nonresponse," Journal of the American Statistical Association, 81, 366-374. Sarndal, C. E. (1992), "Methods for Estimating the Precision of Survey Estimates when Imputation has been Used," Survey Methodology, 18, 241-252. Sitter, R. R. (1994), "Variance Estimation for the Regression Estimator in Two-Phase Sampling," unpublished report, Carleton University. Skinner, C. J., and Rao, J. N. K. (1993), "Jackknife Variance Estimation for Multivariate Statistics Under Hot Deck Imputation," paper presented at the International Statistical Institute Meetings, Florence, Italy. Whitridge, P., and Kovar, J. G. (1990), "Use of Mass Imputation to Estimate for Subsample Variables," in Proceedings of the Business and Economic Statistics Section, American Statistical Association, pp. 132- 137. Wolter, K. M. (1985), Introduction to Variance Estimation, New York: Springer-Verlag. Zanutto, E. (1993), "Jackknife Variance Estimation Under Imputation for Missing Survey Data," unpublished master's thesis, Carleton University.
关键字	Adjustedi mputedv alues;I tem nonresponseJ;a ckknifee stimatoro f varianceL; inearizedja ckknife
发表所在刊物（或来源）	Journal of the American Statistical Association, Vol. 91, No. 434 (Jun., 1996), pp. 499-506
发表时间	Jun., 1996
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