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Volumn 109, Issue 505, 2014, Pages 95-107

Uncertainty in propensity score estimation: Bayesian methods for variable selection and model-averaged causal effects

Author keywords

Bayesian statistics; Causal inference; Comparative effectiveness; Model averaging

Indexed keywords


EID: 84901800622     PISSN: 01621459     EISSN: 1537274X     Source Type: Journal    
DOI: 10.1080/01621459.2013.869498     Document Type: Article
Times cited : (106)

References (27)
  • 1
    • 84916537550 scopus 로고
    • Bayesian Analysis of Binary and Polychotomous Response Data
    • [105,106]
    • Albert, J. H., and Chib, S. (1993), "Bayesian Analysis of Binary and Polychotomous Response Data, " Journal of the American Statistical Association, 88, 669-679. [105,106]
    • (1993) Journal of the American Statistical Association , vol.88 , pp. 669-679
    • Albert, J.H.1    Chib, S.2
  • 2
    • 44649173785 scopus 로고    scopus 로고
    • A Critical Appraisal of Propensity-Score Matching in the Medical Literature Between 1996 and 2003
    • [95]
    • Austin, P. C. (2008), "A Critical Appraisal of Propensity-Score Matching in the Medical Literature Between 1996 and 2003, " Statistics in Medicine, 27, 2037-2049. [95]
    • (2008) Statistics in Medicine , vol.27 , pp. 2037-2049
    • Austin, P.C.1
  • 3
    • 33644851650 scopus 로고    scopus 로고
    • Doubly Robust Estimation in Missing Data and Causal Inference Models
    • [96]
    • Bang, H., and Robins, J. M. (2005), "Doubly Robust Estimation in Missing Data and Causal Inference Models, " Biometrics, 61, 962-973. [96]
    • (2005) Biometrics , vol.61 , pp. 962-973
    • Bang, H.1    Robins, J.M.2
  • 6
    • 0031526204 scopus 로고    scopus 로고
    • Approaches for Bayesian Variable Selection
    • [98,99]
    • George, E. I., andMcCulloch, R. E. (1997), "Approaches for Bayesian Variable Selection, " Statistica Sinica, 7, 339-374. [98,99]
    • (1997) Statistica Sinica , vol.7 , pp. 339-374
    • George, E.I.1    McCulloch, R.E.2
  • 7
    • 44849091245 scopus 로고    scopus 로고
    • The Prognostic Analogue of the Propensity Score
    • [104]
    • Hansen, B. B. (2008), "The Prognostic Analogue of the Propensity Score, " Biometrika, 95, 481-488. [104]
    • (2008) Biometrika , vol.95 , pp. 481-488
    • Hansen, B.B.1
  • 10
    • 8644254410 scopus 로고    scopus 로고
    • Robust Likelihood-Based Analysis of Multivariate Data With Missing Values
    • [96]
    • Little, R., and An, H. (2004), "Robust Likelihood-Based Analysis of Multivariate Data With Missing Values, " Statistica Sinica, 14, 949-968. [96]
    • (2004) Statistica Sinica , vol.14 , pp. 949-968
    • Little, R.1    An, H.2
  • 11
    • 77950543869 scopus 로고    scopus 로고
    • Modularization in Bayesian Analysis, With Emphasis onAnalysis ofComputer Models
    • [97,98]
    • Liu, F., Bayarri, M. J., and Berger, J. O. (2009), "Modularization in Bayesian Analysis, With Emphasis onAnalysis ofComputer Models, " Bayesian Analysis, 4, 119-150. [97,98]
    • (2009) Bayesian Analysis , vol.4 , pp. 119-150
    • Liu, F.1    Bayarri, M.J.2    Berger, J.O.3
  • 14
    • 10844272276 scopus 로고    scopus 로고
    • Propensity Score Estimation With Boosted Regression for Evaluating Causal Effects in Observational Studies
    • [105]
    • McCaffrey, D. F., Ridgeway, G., and Morral, A. R. (2004), "Propensity Score Estimation With Boosted Regression for Evaluating Causal Effects in Observational Studies, " Psychological Methods, 9, 403-425. [105]
    • (2004) Psychological Methods , vol.9 , pp. 403-425
    • McCaffrey, D.F.1    Ridgeway, G.2    Morral, A.R.3
  • 15
    • 84866757285 scopus 로고    scopus 로고
    • Discussion of Adjustment Uncertainty and Propensity Scores
    • [96]
    • McCandless, L. C. (2012), "Discussion of Adjustment Uncertainty and Propensity Scores, " Biometrics, 68, 678-680. [96]
    • (2012) Biometrics , vol.68 , pp. 678-680
    • McCandless, L.C.1
  • 16
    • 61749103209 scopus 로고    scopus 로고
    • Bayesian Propensity Score Analysis for Observational Data
    • [96,97]
    • McCandless, L. C., Gustafson, P., and Austin, P.C. (2009), "Bayesian Propensity Score Analysis for Observational Data, " Statistics in Medicine, 28, 94-112. [96,97]
    • (2009) Statistics in Medicine , vol.28 , pp. 94-112
    • McCandless, L.C.1    Gustafson, P.2    Austin, P.C.3
  • 19
    • 84863304598 scopus 로고    scopus 로고
    • RCore Team. Vienna, Austria: R Foundation for Statistical Computing. [99]
    • RCore Team (2013), R: A Language and Environment for StatisticalComputing, Vienna, Austria: R Foundation for Statistical Computing. [99]
    • (2013) R: A Language and Environment for StatisticalComputing
  • 20
    • 77951622706 scopus 로고
    • The Central Role of the Propensity Score in Observational Studies for Causal Effects
    • [95,96]
    • 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. [95,96]
    • (1983) Biometrika , vol.70 , pp. 41-55
    • Rosenbaum, P.R.1    Rubin, D.B.2
  • 21
    • 0030862072 scopus 로고    scopus 로고
    • Estimating Causal Effects From Large Data Sets Using Propensity Scores
    • [95,104]
    • Rubin, D. B. (1997), "Estimating Causal Effects From Large Data Sets Using Propensity Scores, " Annals of Internal Medicine, 127, 757-763. [95,104]
    • (1997) Annals of Internal Medicine , vol.127 , pp. 757-763
    • Rubin, D.B.1
  • 22
    • 64349088593 scopus 로고    scopus 로고
    • For Objective Causal Inference, Design Trumps Analysis
    • [95,104]
    • Rubin, D. B. (2008), "For Objective Causal Inference, Design Trumps Analysis, " The Annals of Applied Statistics, 2, 808-840. [95,104]
    • (2008) The Annals of Applied Statistics , vol.2 , pp. 808-840
    • Rubin, D.B.1
  • 23
    • 0029959044 scopus 로고    scopus 로고
    • Matching Using Estimated Propensity Scores: Relating Theory to Practice
    • [95,104]
    • Rubin, D. B., and Thomas, N. (1996), "Matching Using Estimated Propensity Scores: Relating Theory to Practice, " Biometrics, 52, 249-264. [95,104]
    • (1996) Biometrics , vol.52 , pp. 249-264
    • Rubin, D.B.1    Thomas, N.2
  • 24
    • 67651042983 scopus 로고    scopus 로고
    • High-Dimensional Propensity Score Adjustment in Studies of Treatment Effects Using Health Care Claims Data
    • [95]
    • Schneeweiss, S., Rassen, J. A., Glynn, R. J., Avorn, J., Mogun, H., and Brookhart, M. A. (2009), "High-Dimensional Propensity Score Adjustment in Studies of Treatment Effects Using Health Care Claims Data, " Epidemiology, 20, 512-522. [95]
    • (2009) Epidemiology , vol.20 , pp. 512-522
    • Schneeweiss, S.1    Rassen, J.A.2    Glynn, R.J.3    Avorn, J.4    Mogun, H.5    Brookhart, M.A.6
  • 25
    • 84866774377 scopus 로고    scopus 로고
    • Discussions
    • [96]
    • Vansteelandt, S. (2012), "Discussions, " Biometrics, 68, 675-678. [96]
    • (2012) Biometrics , vol.68 , pp. 675-678
    • Vansteelandt, S.1
  • 26
    • 84866768287 scopus 로고    scopus 로고
    • Bayesian Effect Estimation Accounting for Adjustment Uncertainty
    • [96,98]
    • Wang, C., Parmigiani, G., and Dominici, F. (2012), "Bayesian Effect Estimation Accounting for Adjustment Uncertainty, " Biometrics, 68, 661-671. [96,98]
    • (2012) Biometrics , vol.68 , pp. 661-671
    • Wang, C.1    Parmigiani, G.2    Dominici, F.3
  • 27
    • 84875963163 scopus 로고    scopus 로고
    • Model Feedback in bayesian Propensity Score Estimation
    • [96,97]
    • Zigler, C. M., Watts, K., Yeh, R. W., Wang, Y., Coull, B. A., and Dominici, F. (2013), "Model Feedback in bayesian Propensity Score Estimation, " Biometrics, 69, 263-273. [96,97]
    • (2013) Biometrics , vol.69 , pp. 263-273
    • Zigler, C.M.1    Watts, K.2    Yeh, R.W.3    Wang, Y.4    Coull, B.A.5    Dominici, F.6


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.