메뉴 건너뛰기




Volumn 69, Issue 1, 2007, Pages 101-122

Empirical-likelihood-based inference in missing response problems and its application in observational studies

Author keywords

Auxiliary information; Average treatment effect; Biased sampling; Causal inference; Empirical likelihood; Missing data; Observational studies; Propensity score; Survey sampling

Indexed keywords


EID: 33846247438     PISSN: 13697412     EISSN: 14679868     Source Type: Journal    
DOI: 10.1111/j.1467-9868.2007.00579.x     Document Type: Article
Times cited : (124)

References (37)
  • 1
    • 0037366643 scopus 로고    scopus 로고
    • Are statistical contributions to medicine undervalued?
    • Breslow, N. (2003) Are statistical contributions to medicine undervalued? Biometrics, 59, 1-8.
    • (2003) Biometrics , vol.59 , pp. 1-8
    • Breslow, N.1
  • 2
    • 0001315746 scopus 로고
    • Empirical likelihood method in finite population and the effective usage of auxiliary information
    • Chen, J. and Qin, J. (1993) Empirical likelihood method in finite population and the effective usage of auxiliary information. Biometrika, 80, 107-116.
    • (1993) Biometrika , vol.80 , pp. 107-116
    • Chen, J.1    Qin, J.2
  • 3
    • 0033450260 scopus 로고    scopus 로고
    • A pseudo-empirical likelihood approach to the effective use of auxiliary information in complex surveys
    • Chen, J. and Sitter, R. R. (1999) A pseudo-empirical likelihood approach to the effective use of auxiliary information in complex surveys. Statist. Sin., 9, 385-406.
    • (1999) Statist. Sin , vol.9 , pp. 385-406
    • Chen, J.1    Sitter, R.R.2
  • 5
    • 0034372867 scopus 로고    scopus 로고
    • Large sample theory of maximum likelihood estimates in semiparametric biased sampling models
    • Gilbert, P. B. (2000) Large sample theory of maximum likelihood estimates in semiparametric biased sampling models. Ann. Statist., 28, 151-194.
    • (2000) Ann. Statist , vol.28 , pp. 151-194
    • Gilbert, P.B.1
  • 6
    • 33746455666 scopus 로고    scopus 로고
    • Maximum likelihood estimation in semiparametric selection bias models with application to AIDS vaccine trials
    • Gilbert, P. B., Lele, S. R. and Vardi, Y. (1999) Maximum likelihood estimation in semiparametric selection bias models with application to AIDS vaccine trials. Biometrika, 86, 27-43.
    • (1999) Biometrika , vol.86 , pp. 27-43
    • Gilbert, P.B.1    Lele, S.R.2    Vardi, Y.3
  • 7
    • 0001301175 scopus 로고
    • Large sample theory of empirical distributions in biased sampling models
    • Gill, R. D., Vardi, Y. and Wellner, J. A. (1988) Large sample theory of empirical distributions in biased sampling models. Ann. Statist., 16, 1069-1112.
    • (1988) Ann. Statist , vol.16 , pp. 1069-1112
    • Gill, R.D.1    Vardi, Y.2    Wellner, J.A.3
  • 8
    • 0005746898 scopus 로고
    • Adjustment by minimum discriminant information
    • Haberman, S. J. (1984) Adjustment by minimum discriminant information. Ann. Statist., 12, 971-988.
    • (1984) Ann. Statist , vol.12 , pp. 971-988
    • Haberman, S.J.1
  • 9
    • 0000858149 scopus 로고    scopus 로고
    • On the role of the propensity score in efficient semiparametric estimation of average treatment effects
    • Hahn, J. (1998) On the role of the propensity score in efficient semiparametric estimation of average treatment effects. Econometrica, 66, 315-331.
    • (1998) Econometrica , vol.66 , pp. 315-331
    • Hahn, J.1
  • 10
    • 0346856929 scopus 로고    scopus 로고
    • Characterizing selection bias using experimental data
    • Heckman, J., Ichimura, H., Smith, J. and Todd, P. (1998) Characterizing selection bias using experimental data. Econometrica, 66, 1017-1098.
    • (1998) Econometrica , vol.66 , pp. 1017-1098
    • Heckman, J.1    Ichimura, H.2    Smith, J.3    Todd, P.4
  • 11
    • 0141495120 scopus 로고    scopus 로고
    • Efficient estimation of average treatment effects using the estimated propensity score
    • Hirano, K., Imbens, G. W. and Ridder, G. (2003) Efficient estimation of average treatment effects using the estimated propensity score. Econometrica, 71, 1161-1189.
    • (2003) Econometrica , vol.71 , pp. 1161-1189
    • Hirano, K.1    Imbens, G.W.2    Ridder, G.3
  • 12
    • 84947396376 scopus 로고
    • A generalization of sampling without replacement from a finite universe
    • Horvitz, D. G. and Thompson, D. J. (1952) A generalization of sampling without replacement from a finite universe. J. Am. Statist. Ass., 47, 663-685.
    • (1952) J. Am. Statist. Ass , vol.47 , pp. 663-685
    • Horvitz, D.G.1    Thompson, D.J.2
  • 13
    • 1842429563 scopus 로고    scopus 로고
    • Nonparametric estimation of average treatment effects under exogeneity: A review
    • Imbens, G. (2004) Nonparametric estimation of average treatment effects under exogeneity: a review. Rev. Econ. Statist., 86, 4-29.
    • (2004) Rev. Econ. Statist , vol.86 , pp. 4-29
    • Imbens, G.1
  • 14
    • 84963043959 scopus 로고
    • Combining micro and macro data in microeconometric model
    • Imbens, G. and Lancaster, T. (1994) Combining micro and macro data in microeconometric model. Rev. Econ. Stud., 61, 655-680.
    • (1994) Rev. Econ. Stud , vol.61 , pp. 655-680
    • Imbens, G.1    Lancaster, T.2
  • 15
    • 0031529223 scopus 로고    scopus 로고
    • Empirical likelihood methods with weakly dependent processes
    • Kitamura, Y. (1997) Empirical likelihood methods with weakly dependent processes. Ann. Statist., 25, 2084-2102.
    • (1997) Ann. Statist , vol.25 , pp. 2084-2102
    • Kitamura, Y.1
  • 16
    • 0006742415 scopus 로고    scopus 로고
    • Clinician preferences and the estimation of causal treatment differences
    • Korn, E. L. and Baumrind, S. (1998) Clinician preferences and the estimation of causal treatment differences. Statist. Sci., 13, 209-235.
    • (1998) Statist. Sci , vol.13 , pp. 209-235
    • Korn, E.L.1    Baumrind, S.2
  • 19
    • 0000060427 scopus 로고
    • Empirical likelihood ratio confidence intervals for a single functional
    • Owen, A. B. (1988) Empirical likelihood ratio confidence intervals for a single functional. Biometrika, 75, 237-249.
    • (1988) Biometrika , vol.75 , pp. 237-249
    • Owen, A.B.1
  • 20
    • 0002552463 scopus 로고
    • Empirical likelihood ratio confidence regions
    • Owen, A. B. (1990) Empirical likelihood ratio confidence regions. Ann. Statist., 18, 90-120.
    • (1990) Ann. Statist , vol.18 , pp. 90-120
    • Owen, A.B.1
  • 21
    • 0001085733 scopus 로고
    • Empirical likelihood for linear models
    • Owen, A. B. (1991) Empirical likelihood for linear models. Ann. Statist, 19, 1725-1747.
    • (1991) Ann. Statist , vol.19 , pp. 1725-1747
    • Owen, A.B.1
  • 22
    • 85057370061 scopus 로고    scopus 로고
    • Boca Raton: Chapman and Hall-CRC
    • Owen, A. B. (2001) Empirical Likelihood. Boca Raton: Chapman and Hall-CRC.
    • (2001) Empirical Likelihood
    • Owen, A.B.1
  • 23
    • 21344478044 scopus 로고
    • Empirical likelihood in biased sample problems
    • Qin, J. (1993) Empirical likelihood in biased sample problems. Ann. Statist., 21, 1182-1196.
    • (1993) Ann. Statist , vol.21 , pp. 1182-1196
    • Qin, J.1
  • 24
    • 0347609095 scopus 로고
    • Empirical likelihood and general estimating equations
    • Qin, J. and Lawless, J. F. (1994) Empirical likelihood and general estimating equations. Ann. Statist., 22, 300-325.
    • (1994) Ann. Statist , vol.22 , pp. 300-325
    • Qin, J.1    Lawless, J.F.2
  • 25
    • 84888862680 scopus 로고
    • Estimation of regression coefficients when some regressors are not always observed
    • Robins, J. M., Rotnitzky, A. and Zhao, L. P. (1994) Estimation of regression coefficients when some regressors are not always observed. J. Am. Statist. Ass., 89, 846-886.
    • (1994) J. Am. Statist. Ass , vol.89 , pp. 846-886
    • Robins, J.M.1    Rotnitzky, A.2    Zhao, L.P.3
  • 26
    • 84950421496 scopus 로고
    • Analysis of semiparametric regression models for repeated outcomes in the presence of missing data
    • Robins, J. M., Rotnitzky, A. and Zhao, L. P. (1995) Analysis of semiparametric regression models for repeated outcomes in the presence of missing data. J. Am. Statist. Ass., 90, 106-121.
    • (1995) J. Am. Statist. Ass , vol.90 , pp. 106-121
    • Robins, J.M.1    Rotnitzky, A.2    Zhao, L.P.3
  • 28
    • 77951622706 scopus 로고
    • The central role of the propensity score in observational studies for causal effects
    • Rosenbaum, P. R. and Rubin, D. B. (1983) The central role of the propensity score in observational studies for causal effects. Biometrika, 70, 41-55.
    • (1983) Biometrika , vol.70 , pp. 41-55
    • Rosenbaum, P.R.1    Rubin, D.B.2
  • 29
    • 0017133178 scopus 로고
    • Inference and missing data
    • Rubin, D. B. (1976) Inference and missing data. Biometrika, 63, 581-592.
    • (1976) Biometrika , vol.63 , pp. 581-592
    • Rubin, D.B.1
  • 30
    • 84972506931 scopus 로고
    • Comments on quot;On the application of probability theory to agricultural experiments. Essay on principles. Section 9quot;: Neyman (1923) and causal inference in experiments and observational studies
    • Rubin, D. B. (1990) Comments on quot;On the application of probability theory to agricultural experiments. Essay on principles. Section 9quot;: Neyman (1923) and causal inference in experiments and observational studies. Statist. Sci., 5, 472-480.
    • (1990) Statist. Sci , vol.5 , pp. 472-480
    • Rubin, D.B.1
  • 32
    • 33846066470 scopus 로고    scopus 로고
    • A distributional approach for causal inference using propensity scores
    • to be published
    • Tan, Z. (2006) A distributional approach for causal inference using propensity scores. J. Am. Statist. Ass., to be published.
    • (2006) J. Am. Statist. Ass
    • Tan, Z.1
  • 33
    • 1442283727 scopus 로고    scopus 로고
    • Testing conditional moment restrictions
    • Tripathi, G. and Kitamura, Y. (2003) Testing conditional moment restrictions. Ann. Statist., 31, 2059-2095.
    • (2003) Ann. Statist , vol.31 , pp. 2059-2095
    • Tripathi, G.1    Kitamura, Y.2
  • 34
    • 0000267144 scopus 로고
    • Nonparametric estimation in the presence of length bias
    • Vardi, Y. (1982) Nonparametric estimation in the presence of length bias. Ann. Statist., 10, 616-620.
    • (1982) Ann. Statist , vol.10 , pp. 616-620
    • Vardi, Y.1
  • 35
    • 0001520376 scopus 로고
    • Empirical distribution in selection bias models
    • Vardi, Y. (1985) Empirical distribution in selection bias models. Ann. Statist., 13, 178-203.
    • (1985) Ann. Statist , vol.13 , pp. 178-203
    • Vardi, Y.1
  • 36
    • 0036049743 scopus 로고    scopus 로고
    • Empirical likelihood-based inference under imputation for missing response data
    • Wang, Q. H. and Rao, J. N. K. (2002) Empirical likelihood-based inference under imputation for missing response data. Ann. Statist., 30, 896-924.
    • (2002) Ann. Statist , vol.30 , pp. 896-924
    • Wang, Q.H.1    Rao, J.N.K.2
  • 37
    • 0002644952 scopus 로고
    • Maximum likelihood estimation of misspecified models
    • White, H. (1982) Maximum likelihood estimation of misspecified models. Econometrica, 50, 1-25.
    • (1982) Econometrica , vol.50 , pp. 1-25
    • White, H.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.