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Volumn 22, Issue 4, 1996, Pages 425-446

Partially parametric techniques for multiple imputation

Author keywords

Hot deck; Incubation period of AIDS; Missing data; Nearest neighbor matching; Nonresponse; Predictive mean matching; Robustness

Indexed keywords

DATA REDUCTION; MONTE CARLO METHODS; PARAMETER ESTIMATION; REGRESSION ANALYSIS;

EID: 0030207783     PISSN: 01679473     EISSN: None     Source Type: Journal    
DOI: 10.1016/0167-9473(95)00057-7     Document Type: Article
Times cited : (239)

References (43)
  • 3
    • 0027249059 scopus 로고
    • Multiple imputation for threshold-crossing data with interval censoring
    • Dorey, F.J., R.J.A. Little and N. Schenker, Multiple imputation for threshold-crossing data with interval censoring, Statist. Med., 12 (1993) 1589-1603.
    • (1993) Statist. Med. , vol.12 , pp. 1589-1603
    • Dorey, F.J.1    Little, R.J.A.2    Schenker, N.3
  • 4
    • 0002344794 scopus 로고
    • Bootstrap methods: Another look at the jackknife
    • Efron, B., Bootstrap methods: another look at the jackknife, Ann Statist., 7 (1979) 1-26.
    • (1979) Ann Statist. , vol.7 , pp. 1-26
    • Efron, B.1
  • 5
    • 21344497888 scopus 로고
    • Missing data, imputation, and the bootstrap
    • Efron, B., Missing Data, imputation, and the bootstrap (with discussion), J. Amer. Statist. Assoc., 89 (1994) 463-479.
    • (1994) J. Amer. Statist. Assoc. , vol.89 , pp. 463-479
    • Efron, B.1
  • 6
    • 0025069873 scopus 로고
    • The prognostic value of cellular and serologic markers in infection with Human Immunodeficiency Virus type 1
    • Fahey, J.L., J.M.G. Taylor, R. Detels, B. Hofmann, R. Melmed, P. Nishanian and J.V. Giorgi, The prognostic value of cellular and serologic markers in infection with Human Immunodeficiency Virus Type 1, New England J. Med., 322 (1990) 166-172.
    • (1990) New England J. Med. , vol.322 , pp. 166-172
    • Fahey, J.L.1    Taylor, J.M.G.2    Detels, R.3    Hofmann, B.4    Melmed, R.5    Nishanian, P.6    Giorgi, J.V.7
  • 10
    • 84950453304 scopus 로고
    • Sampling-based approaches to calculating marginal densities
    • Gelfand, A.E. and A.F.M. Smith, Sampling-based approaches to calculating marginal densities, J. Amer. Statist. Assoc. 85 (1990) 398-409.
    • (1990) J. Amer. Statist. Assoc. , vol.85 , pp. 398-409
    • Gelfand, A.E.1    Smith, A.F.M.2
  • 11
    • 0002467683 scopus 로고
    • Multiple imputation for the fatal accident reporting system
    • Heitjan, D.F. and R.J.A. Little, Multiple imputation for the fatal accident reporting system, App. Statist., 40 (1991) 13-29.
    • (1991) App. Statist. , vol.40 , pp. 13-29
    • Heitjan, D.F.1    Little, R.J.A.2
  • 12
    • 21844510757 scopus 로고
    • Assessing secular trends in blood pressure: A multiple-imputation approach
    • Heitjan, D.F. and J.R. Landis, Assessing secular trends in blood pressure: a multiple-imputation approach, J. Amer. Statist. Assoc., 89 (1994) 750-759.
    • (1994) J. Amer. Statist. Assoc. , vol.89 , pp. 750-759
    • Heitjan, D.F.1    Landis, J.R.2
  • 13
    • 0000732784 scopus 로고
    • Inference from coarse data via multiple imputation with application to age heaping
    • Heitjan, D.F. and D.B. Rubin, Inference from coarse data via multiple imputation with application to age heaping, J. Amer. Statist. Assoc., 85 (1990) 304-314.
    • (1990) J. Amer. Statist. Assoc. , vol.85 , pp. 304-314
    • Heitjan, D.F.1    Rubin, D.B.2
  • 14
    • 0003217726 scopus 로고
    • Using multiple imputations to handle nonresponse in sample surveys
    • W.G. Madow, I. Olkin and D.B. Rubin (eds.), Academic Press, New York
    • Herzog, T.N. and D.B. Rubin, Using multiple imputations to handle nonresponse in sample surveys, in: W.G. Madow, I. Olkin and D.B. Rubin (eds.), Incomplete Data in Sample Surveys, Vol. 2: Theory and Bibliographies (Academic Press, New York, 1983) 209-245.
    • (1983) Incomplete Data in Sample Surveys, Vol. 2: Theory and Bibliographies , vol.2 , pp. 209-245
    • Herzog, T.N.1    Rubin, D.B.2
  • 15
    • 0023186650 scopus 로고
    • The multicenter AIDS cohort study: Rationale, organization, and selected characteristics of the participants
    • Kaslow, R.A., D.G. Ostrow, R. Detels, J.P. Phair, B.F. Polk and C.R. Rinaldo, The Multicenter AIDS Cohort Study: rationale, organization, and selected characteristics of the participants, Amer. J. Epidemiology, 126 (1987) 310-318.
    • (1987) Amer. J. Epidemiology , vol.126 , pp. 310-318
    • Kaslow, R.A.1    Ostrow, D.G.2    Detels, R.3    Phair, J.P.4    Polk, B.F.5    Rinaldo, C.R.6
  • 16
    • 0001017987 scopus 로고
    • Regression analysis under link violation
    • Li, K.C. and Duan, N., Regression analysis under link violation. Ann Statist 17 (1989) 1009-1052.
    • (1989) Ann Statist , vol.17 , pp. 1009-1052
    • Li, K.C.1    Duan, N.2
  • 17
    • 0040630186 scopus 로고
    • Significance levels from repeated p-values with multiply imputed data
    • Li, K.H., X.L. Meng, T.K. Raghunathan and D.B. Rubin, Significance levels from repeated p-values with multiply imputed data, Statistica Sinica, 1 (1991a) 65-92.
    • (1991) Statistica Sinica , vol.1 , pp. 65-92
    • Li, K.H.1    Meng, X.L.2    Raghunathan, T.K.3    Rubin, D.B.4
  • 18
    • 0043000168 scopus 로고
    • Large-sample significance levels from multiply imputed data using moment-based statistics and an F reference distribution
    • Li, K.H., T.E. Raghunathan and D.B. Rubin, Large-sample significance levels from multiply imputed data using moment-based statistics and an F reference distribution, J. Ameri. Statist. Assoc., 88 (1991b) 1014-1022.
    • (1991) J. Ameri. Statist. Assoc. , vol.88 , pp. 1014-1022
    • Li, K.H.1    Raghunathan, T.E.2    Rubin, D.B.3
  • 19
    • 70449345585 scopus 로고
    • Cox regression with incomplete covariate measurements
    • Lin, D.Y. and Z. Ying, Cox regression with incomplete covariate measurements, J. Amer. Statist. Assoc., 88 (1993) 1341-1349.
    • (1993) J. Amer. Statist. Assoc. , vol.88 , pp. 1341-1349
    • Lin, D.Y.1    Ying, Z.2
  • 20
    • 84952497143 scopus 로고
    • Missing data adjustments in large surveys
    • Little, R.J.A., Missing data adjustments in large surveys (with discussion), J. Bus. Econom. Statist., 6 (1988) 287-301.
    • (1988) J. Bus. Econom. Statist. , vol.6 , pp. 287-301
    • Little, R.J.A.1
  • 22
    • 84972537494 scopus 로고
    • Multiple-imputation inferences with uncongenial sources of input
    • Meng, X.L., Multiple-imputation inferences with uncongenial sources of input (with discussion), Statist. Sci. 9 (1994) 538-573.
    • (1994) Statist. Sci. , vol.9 , pp. 538-573
    • Meng, X.L.1
  • 24
    • 0000447126 scopus 로고
    • A nonparametric method for dealing with mismeasured covariate data
    • Pepe, M.S. and T.R. Fleming, A nonparametric method for dealing with mismeasured covariate data, J. Amer. Statist. Assoc. 86 (1991) 108-113.
    • (1991) J. Amer. Statist. Assoc. , vol.86 , pp. 108-113
    • Pepe, M.S.1    Fleming, T.R.2
  • 25
    • 0000974584 scopus 로고
    • Jackknife variance estimation with survey data under hot deck imputation
    • Rao, J.N.K. and J. Shao, Jackknife variance estimation with survey data under hot deck imputation, Biometrika, 79 (1992) 811-822.
    • (1992) Biometrika , vol.79 , pp. 811-822
    • Rao, J.N.K.1    Shao, J.2
  • 26
    • 0000582079 scopus 로고
    • Data analysis using hot deck multiple imputation
    • Reilly, M., Data analysis using hot deck multiple imputation, Statistician, 42 (1993) 307-313.
    • (1993) Statistician , vol.42 , pp. 307-313
    • Reilly, M.1
  • 27
    • 84945581878 scopus 로고
    • Constructing a control group using multivariate matched sampling methods that incorporate the propensity score
    • Rosenbaum, P.R. and D.B. Rubin, Constructing a control group using multivariate matched sampling methods that incorporate the propensity score, Amer. Statist. 39 (1985) 33-38.
    • (1985) Amer. Statist. , vol.39 , pp. 33-38
    • Rosenbaum, P.R.1    Rubin, D.B.2
  • 28
    • 0017133178 scopus 로고
    • Inference and missing data
    • Rubin, D.B., Inference and missing data, Biometrika, 63 (1976) 581-592.
    • (1976) Biometrika , vol.63 , pp. 581-592
    • Rubin, D.B.1
  • 29
    • 0002608867 scopus 로고
    • Multiple imputations in sample surveys - A phenomenological Bayesian approach to nonresponse
    • Rubin, D.B., Multiple imputations in sample surveys - a phenomenological Bayesian approach to nonresponse, Amer. Statist. Assoc. 1978 Proc. Section on Survey Res. Methods (1978) 20-34.
    • (1978) Amer. Statist. Assoc. 1978 Proc. Section on Survey Res. Methods , pp. 20-34
    • Rubin, D.B.1
  • 30
    • 84940952808 scopus 로고
    • Statistical matching using file concatenation with adjusted weights and multiple imputations
    • Rubin, D.B., Statistical matching using file concatenation with adjusted weights and multiple imputations, J. Bus. Econom. Statist. 4 (1986) 87-94.
    • (1986) J. Bus. Econom. Statist. , vol.4 , pp. 87-94
    • Rubin, D.B.1
  • 32
    • 0030539070 scopus 로고    scopus 로고
    • Multiple imputation after 18+ years
    • to appear
    • Rubin, D.B., Multiple imputation after 18+ years, J. Amer. Statist. Assoc. (1996) to appear.
    • (1996) J. Amer. Statist. Assoc.
    • Rubin, D.B.1
  • 33
    • 84950918760 scopus 로고
    • Multiple imputation for interval estimation from simple random samples with ignorable nonresponse
    • Rubin, D.B. and N. Schenker, Multiple imputation for interval estimation from simple random samples with ignorable nonresponse, J. Amer. Statist. Assoc. 81 (1986) 366-374.
    • (1986) J. Amer. Statist. Assoc. , vol.81 , pp. 366-374
    • Rubin, D.B.1    Schenker, N.2
  • 34
    • 0038166995 scopus 로고
    • Interval estimation from multiply-imputed data: A case study using agriculture industry codes
    • Rubin, D.B. and N. Schenker, Interval estimation from multiply-imputed data: a case study using agriculture industry codes, J. Official Statist. 3 (1987a) 375-387.
    • (1987) J. Official Statist. , vol.3 , pp. 375-387
    • Rubin, D.B.1    Schenker, N.2
  • 35
    • 84928455110 scopus 로고
    • Logit-based interval estimation for binomial data using the Jeffreys prior
    • Rubin, D.B. and N. Schenker, Logit-based interval estimation for binomial data using the Jeffreys prior, Sociological Methodology, 17 (1987b) 131-144.
    • (1987) Sociological Methodology , vol.17 , pp. 131-144
    • Rubin, D.B.1    Schenker, N.2
  • 36
    • 0025801348 scopus 로고
    • Multiple imputation in health-care databases: An overview and some applications
    • Rubin, D.B. and N. Schenker, Multiple imputation in health-care databases: an overview and some applications, Statist. Med., 10 (1991) 585-598.
    • (1991) Statist. Med. , vol.10 , pp. 585-598
    • Rubin, D.B.1    Schenker, N.2
  • 39
    • 0027348778 scopus 로고
    • Analyses of public-use data with multiply-imputed industry and occupation codes
    • Schenker, N., D.J. Treiman and L. Weidman, Analyses of public-use data with multiply-imputed industry and occupation codes, Appl. Statist. 42 (1993) 545-556.
    • (1993) Appl. Statist. , vol.42 , pp. 545-556
    • Schenker, N.1    Treiman, D.J.2    Weidman, L.3
  • 41
    • 0043000169 scopus 로고
    • A comparison of three alternative techniques for allocating unreported social security income on the survey of low-income aged and disabled
    • Schieber, S., A comparison of three alternative techniques for allocating unreported social security income on the survey of low-income aged and disabled, Amer. Statist. Assoc. 1978 Proc. Section on Survey Res. Methods (1978) 212-218.
    • (1978) Amer. Statist. Assoc. 1978 Proc. Section on Survey Res. Methods , pp. 212-218
    • Schieber, S.1
  • 43
    • 0025364252 scopus 로고
    • Estimating the distribution of times from HIV seroconversion to AIDS by multiple imputation
    • Taylor, J.M.G., A. Muñoz, S.M. Bass, J.S. Chmiel, L.A. Kingsley and A.J. Saah, Estimating the distribution of times from HIV seroconversion to AIDS by multiple imputation, Statist. Med. 9 (1990) 505-514.
    • (1990) Statist. Med. , vol.9 , pp. 505-514
    • Taylor, J.M.G.1    Muñoz, A.2    Bass, S.M.3    Chmiel, J.S.4    Kingsley, L.A.5    Saah, A.J.6


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