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Volumn 107, Issue 497, 2012, Pages 40-51

Adjustment for missing confounders using external validation data and propensity scores

Author keywords

Bayesian inference; Bias; Causal inference; Observational studies

Indexed keywords


EID: 84862899262     PISSN: 01621459     EISSN: None     Source Type: Journal    
DOI: 10.1080/01621459.2011.643739     Document Type: Article
Times cited : (39)

References (26)
  • 1
    • 0031035908 scopus 로고    scopus 로고
    • Weighted Likelihood, Pseudo- Likelihood and Maximum Likelihood Methods for Logistic Regression Analysis of Two-Stage Data
    • [40]
    • Breslow, N. E., and Hulobkov, R. (1997), "Weighted Likelihood, Pseudo- Likelihood and Maximum Likelihood Methods for Logistic Regression Analysis of Two-Stage Data," Statistics in Medicine, 16, 103-116. [40]
    • (1997) Statistics in Medicine , vol.16 , pp. 103-116
    • Breslow, N.E.1    Hulobkov, R.2
  • 3
    • 34548356858 scopus 로고    scopus 로고
    • The Impact of Residual and Unmeasured Confounding in Epidemiologic Studies: A Simulation Study
    • [51]
    • Fewell, Z., Smith, D., and Sterne, J. A. C. (2007), "The Impact of Residual and Unmeasured Confounding in Epidemiologic Studies: A Simulation Study," American Journal of Epidemiology, 166, 646-656. [51]
    • (2007) American Journal of Epidemiology , vol.166 , pp. 646-656
    • Fewell, Z.1    Smith, D.2    Sterne, J.A.C.3
  • 5
    • 20144383829 scopus 로고    scopus 로고
    • Multiple Bias Modelling for Analysis of Observational Data
    • (with discussion), Series A, [45]
    • Greenland, S. (2005), "Multiple Bias Modelling for Analysis of Observational Data" (with discussion), Journal of the Royal Statistical Society, Series A, 168, 267-306. [45]
    • (2005) Journal of the Royal Statistical Society , vol.168 , pp. 267-306
    • Greenland, S.1
  • 6
    • 38149102302 scopus 로고    scopus 로고
    • Hierarchical Related Regression for Combining Aggregate and Individual Data in Studies of Socio-Economic Disease Risk Factors
    • Series A, [40]
    • Jackson, C., Best, N. B., and Richardson, S. (2008), "Hierarchical Related Regression for Combining Aggregate and Individual Data in Studies of Socio-Economic Disease Risk Factors," Journal of the Royal Statistical Society, Series A, 171, 159-178. [40]
    • (2008) Journal of the Royal Statistical Society , vol.171 , pp. 159-178
    • Jackson, C.1    Best, N.B.2    Richardson, S.3
  • 7
    • 8644254410 scopus 로고    scopus 로고
    • Robust likelihood-based analysis of multivariate data with missing values
    • [44]
    • Little, R. J. A., and An, H. (2004), "Robust Likelihood-Based Analysis of Multivariate Data With Missing Values," Statistica Sinica, 14, 949-968. [44]
    • (2004) Statistica Sinica , vol.14 , pp. 949-968
    • Little, R.J.A.1    An, H.2
  • 9
    • 4444230264 scopus 로고    scopus 로고
    • Stratification and Weighting via the Propensity Score in Estimation of Causal Treatment Effects: A Comparative Study
    • [41]
    • Lunceford, J. K., and Davidian, M. (2004), "Stratification and Weighting via the Propensity Score in Estimation of Causal Treatment Effects: A Comparative Study," Statistics in Medicine, 23, 2937-2960. [41]
    • (2004) Statistics in Medicine , vol.23 , pp. 2937-2960
    • Lunceford, J.K.1    Davidian, M.2
  • 10
    • 61749103209 scopus 로고    scopus 로고
    • Bayesian Propensity Score Analysis for Observational Data
    • [44,46]
    • McCandless, L. C., Gustafson, P., and Austin, P.C. (2009), "Bayesian Propensity Score Analysis for Observational Data," Statistics in Medicine, 28, 94-112. [44,46]
    • (2009) Statistics In Medicine , vol.28 , pp. 94-112
    • McCandless, L.C.1    Gustafson, P.2    Austin, P.C.3
  • 11
    • 34248379740 scopus 로고    scopus 로고
    • Bayesian Sensitivity Analysis for Unmeasured Confounding in Observational Studies
    • [40,43]
    • McCandless, L. C., Gustafson, P., and Levy, A. R. (2007), "Bayesian Sensitivity Analysis for Unmeasured Confounding in Observational Studies," Statistics in Medicine, 26, 2331-2347. [40,43]
    • (2007) Statistics in Medicine , vol.26 , pp. 2331-2347
    • McCandless, L.C.1    Gustafson, P.2    Levy, A.R.3
  • 12
    • 65649121914 scopus 로고    scopus 로고
    • Using Bayesian Graphical Models to Model Biases in Observational Studies and to Combine Multiple Data Sources: Application to Low Birth weight and Water Disinfection By-Products
    • Series A, [41,42,46,50]
    • Molitor, N., Jackson, C., Best, N. B., and Richardson, S. (2009), "Using Bayesian Graphical Models to Model Biases in Observational Studies and to Combine Multiple Data Sources: Application to Low Birth weight and Water Disinfection By-Products," Journal of the Royal Statistical Society, Series A, 172, 615-637. [41,42,46,50]
    • (2009) Journal of the Royal Statistical Society , vol.172 , pp. 615-637
    • Molitor, N.1    Jackson, C.2    Best, N.B.3    Richardson, S.4
  • 13
    • 0001679041 scopus 로고
    • Assessing Sensitivity to an Unobserved Binary Covariate in an Observational Study with Binary Outcome
    • Series B, [40,43]
    • Rosenbaum, P. R., and Rubin, D. B. (1983a), "Assessing Sensitivity to an Unobserved Binary Covariate in an Observational Study With Binary Outcome," Journal of the Royal Statistical Society, Series B, 45, 212-218. [40,43]
    • (1983) Journal of the Royal Statistical Society , vol.45 , pp. 212-218
    • Rosenbaum, P.R.1    Rubin, D.B.2
  • 14
    • 77951622706 scopus 로고
    • The Central Role of the Propensity Score in Observational Studies for Causal Effects
    • [41,44]
    • Rosenbaum, P. R., and Rubin, D. B. (1983b), "The Central Role of the Propensity Score in Observational Studies for Causal Effects," Biometrika, 70, 41-57. [41,44]
    • (1983) Biometrika , vol.70 , pp. 41-57
    • Rosenbaum, P.R.1    Rubin, D.B.2
  • 15
    • 0542388294 scopus 로고
    • The Use of Propensity Scores in Applied Bayesian Inference
    • eds. J. M. Bernardo, M. H. De Groot, D. V. Lindley, and A. F. M. Smith, Valencia: Valencia University Press, [44]
    • Rubin, D. B. (1985), "The Use of Propensity Scores in Applied Bayesian Inference," in Bayesian Statistics 2, eds. J. M. Bernardo, M. H. De Groot, D. V. Lindley, and A. F. M. Smith, Valencia: Valencia University Press, pp. 463-472. [44]
    • (1985) Bayesian Statistics 2 , pp. 463-472
    • Rubin, D.B.1
  • 16
    • 0029959044 scopus 로고    scopus 로고
    • Matching Using Estimated Propensity Scores: Relating Theory to Practice
    • [41]
    • Rubin, D. B., and Thomas, N. (1996), "Matching Using Estimated Propensity Scores: Relating Theory to Practice," Biometrics, 52, 249-264. [41]
    • (1996) Biometrics , vol.52 , pp. 249-264
    • Rubin, D.B.1    Thomas, N.2
  • 17
    • 0031035253 scopus 로고    scopus 로고
    • Logistic Analysis of Studies with Two-Stage Sampling: A Comparison of Four Approaches
    • Schill, W., and Drescher, K. (1997), "Logistic Analysis of Studies With Two-Stage Sampling: A Comparison of Four Approaches," Statistics in Medicine, 16, 117-132. [40]
    • (1997) Statistics in Medicine , vol.16 , pp. 117-132
    • Schill, W.1    Drescher, K.2
  • 18
    • 24144477605 scopus 로고    scopus 로고
    • Adjusting Effect Estimates for Unmeasured Confounding with Validation Data Using Propensity Score Calibration
    • [40,41,48,50]
    • Stürmer, T., Schneeweiss, S., Avorn, J., and Glynn, R. J. (2005), "Adjusting Effect Estimates for Unmeasured Confounding With Validation Data Using Propensity Score Calibration," American Journal of Epidemiology, 162, 279-289. [40,41,48,50]
    • (2005) American Journal of Epidemiology , vol.162 , pp. 279-289
    • Stürmer, T.1    Schneeweiss, S.2    Avorn, J.3    Glynn, R.J.4
  • 21
    • 34347407592 scopus 로고    scopus 로고
    • Multiple Imputation of Discrete and Continuous Data by Fully Conditional Specification
    • [41,45,48,51]
    • vanBuuren, S. (2007), "Multiple Imputation of Discrete and Continuous Data by Fully Conditional Specification," Statistical Methods in Medical Research, 16, 219-242. [41,45,48,51]
    • (2007) Statistical Methods in Medical Research , vol.16 , pp. 219-242
    • Vanbuuren, S.1
  • 22
    • 79953732420 scopus 로고    scopus 로고
    • MICE: Multivariate Imputation by Chained Equations in R
    • Available at, [48]
    • van Buuren, S., and Groothuis-Oudshoorn, K. (2010), "MICE: Multivariate Imputation by Chained Equations in R." Journal of Statistical Software, 45. Available at http://www.jstatsoft.org/v45/i03. [48]
    • (2010) Journal of Statistical Software , vol.45
    • van Buuren, S.1    Groothuis-Oudshoorn, K.2
  • 23
    • 0028346397 scopus 로고
    • Flexible Maximum Likelihood Methods for Assessing Joint Effects in Case-Control Studies With Complex Sampling
    • [40]
    • Wacholder, S., and Weinberg, C. R. (1994), "Flexible Maximum Likelihood Methods for Assessing Joint Effects in Case-Control Studies With Complex Sampling," Biometrics, 50, 350-357. [40]
    • (1994) Biometrics , vol.50 , pp. 350-357
    • Wacholder, S.1    Weinberg, C.R.2
  • 24
    • 0035648063 scopus 로고    scopus 로고
    • A Statistical Framework for Ecological and Aggregate Studies
    • Series A, [40]
    • Wakefield, J., and Salway, R. (2001), "A Statistical Framework for Ecological and Aggregate Studies," Journal of the Royal Statistical Society, Series A, 164, 119-137. [40]
    • (2001) Journal of the Royal Statistical Society , vol.164 , pp. 119-137
    • Wakefield, J.1    Salway, R.2
  • 25
    • 0038106208 scopus 로고    scopus 로고
    • The Relationship between Water Concentrations and Individual Uptake of Chloroform: A Simulation Study
    • [51]
    • Whitaker, H., Nieuwenhuijsen, M. J., and Best, N. (2005), "The Relationship Between Water Concentrations and Individual Uptake of Chloroform: A Simulation Study," Environmental Health Perspectives, 111, 688-694. [51]
    • (2005) Environmental Health Perspectives , vol.111 , pp. 688-694
    • Whitaker, H.1    Nieuwenhuijsen, M.J.2    Best, N.3
  • 26
    • 33750846672 scopus 로고    scopus 로고
    • Control of Confounding through Secondary Samples
    • [40]
    • Yin, L., Sundberg, R., Wang, X., and Rubin, D. B. (2006), "Control of Confounding Through Secondary Samples," Statistics in Medicine, 25, 3814-3825. [40]
    • (2006) Statistics in Medicine , vol.25 , pp. 3814-3825
    • Yin, L.1    Sundberg, R.2    Wang, X.3    Rubin, D.B.4


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.