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Volumn 7, Issue 3, 2013, Pages 1386-1420

Assessing lack of common support in causal inference using bayesian nonparametrics: Implications for evaluating the effect of breastfeeding on children's cognitive outcomes

Author keywords

BART; Breastfeeding; Common support; Overlap; Propensity scores

Indexed keywords


EID: 84885066656     PISSN: 19326157     EISSN: 19417330     Source Type: Journal    
DOI: 10.1214/13-AOAS630     Document Type: Article
Times cited : (99)

References (39)
  • 1
    • 0032874266 scopus 로고    scopus 로고
    • Breast-feeding and cognitive development: A meta-analysis
    • ANDERSON, J. W., JOHNSTONE, B. M. and REMLEY, D. T. (1999). Breast-feeding and cognitive development: A meta-analysis. Am. J. Clin. Nutr. 70 525-535.
    • (1999) Am. J. Clin. Nutr , vol.70 , pp. 525-535
    • Anderson, J.W.1    Johnstone, B.M.2    Remley, D.T.3
  • 2
    • 0035478854 scopus 로고    scopus 로고
    • Random forests
    • BREIMAN, L. (2001). Random forests. Machine Learning 45 5-32.
    • (2001) Machine Learning , vol.45 , pp. 5-32
    • Breiman, L.1
  • 5
    • 58149207650 scopus 로고
    • Children of the National Longitudinal Survey of Youth: A unique research opportunity
    • Chase-Lansdale, P., MOTT, F. L., Brooks-Gunn, J. and PHILIPS, D. A. (1991). Children of the National Longitudinal Survey of Youth: A unique research opportunity. Developmental Psychology 27 918-931.
    • (1991) Developmental Psychology , vol.27 , pp. 918-931
    • Chase-Lansdale, P.1    Mott, F.L.2    Brooks-Gunn, J.3    Philips, D.A.4
  • 8
    • 84885052913 scopus 로고    scopus 로고
    • BayesTree: Bayesian methods for tree based models
    • R package version 0.3-1
    • CHIPMAN, H. and MCCULLOCH, R. (2009). BayesTree: Bayesian methods for tree based models. R package version 0.3-1.
    • (2009) R Package Version
    • Chipman, H.1    McCulloch, R.2
  • 9
    • 60449086859 scopus 로고    scopus 로고
    • Dealing with limited overlap in estimation of average treatment effects
    • MR2482144
    • CRUMP, R. K., HOTZ, V. J., IMBENS, G. W. and MITNIK, O. A. (2009). Dealing with limited overlap in estimation of average treatment effects. Biometrika 96 187-199. MR2482144
    • (2009) Biometrika , vol.96 , pp. 187-199
    • Crump, R.K.1    Hotz, V.J.2    Imbens, G.W.3    Mitnik, O.A.4
  • 10
    • 0442309558 scopus 로고    scopus 로고
    • Causal effects in nonexperimental studies: Reevaluating the evaluation of training programs
    • DEHEJIA, R. H. and WAHBA, S. (1999). Causal effects in nonexperimental studies: Reevaluating the evaluation of training programs. J. Amer. Statist. Assoc. 94 1053-1062.
    • (1999) J. Amer. Statist. Assoc , vol.94 , pp. 1053-1062
    • Dehejia, R.H.1    Wahba, S.2
  • 11
    • 33750925581 scopus 로고    scopus 로고
    • Effect of breast feeding on intelligence in children: Prospective study, sibling pairs analysis, and meta-analysis
    • DER, G., BATTY, G. D. and DEARY, I. J. (2006). Effect of breast feeding on intelligence in children: Prospective study, sibling pairs analysis, and meta-analysis. British Medical Journal 333 945-950.
    • (2006) British Medical Journal , vol.333 , pp. 945-950
    • Der, G.1    Batty, G.D.2    Deary, I.J.3
  • 12
    • 0033709362 scopus 로고    scopus 로고
    • A critical evaluation of the evidence on the association between type of infant feeding and cognitive development
    • DRANE, D. L. and LOGEMANN, J. A. (2000). A critical evaluation of the evidence on the association between type of infant feeding and cognitive development. Paediatr. Perinat. Epidemiol. 14 349-356.
    • (2000) Paediatr. Perinat. Epidemiol , vol.14 , pp. 349-356
    • Drane, D.L.1    Logemann, J.A.2
  • 13
    • 12144290088 scopus 로고    scopus 로고
    • Finite-sample properties of propensity-score matching and weighting estimators
    • FROLICH, M. (2004). Finite-sample properties of propensity-score matching and weighting estimators. The Review of Economics and Statistics 86 77-90.
    • (2004) The Review of Economics and Statistics , vol.86 , pp. 77-90
    • Frolich, M.1
  • 14
    • 84867424852 scopus 로고    scopus 로고
    • Modeling heterogeneous treatment effects in survey experiments with Bayesian additive regression trees
    • GREEN, D. P. and KERN, H. L. (2012). Modeling heterogeneous treatment effects in survey experiments with Bayesian additive regression trees. Public Opinion Quarterly 76 491-511.
    • (2012) Public Opinion Quarterly , vol.76 , pp. 491-511
    • Green, D.P.1    Kern, H.L.2
  • 15
    • 44849091245 scopus 로고    scopus 로고
    • The prognostic analogue of the propensity score
    • MR2521594
    • HANSEN, B. B. (2008). The prognostic analogue of the propensity score. Biometrika 95 481-488. MR2521594
    • (2008) Biometrika , vol.95 , pp. 481-488
    • Hansen, B.B.1
  • 17
    • 0001622038 scopus 로고    scopus 로고
    • Matching as an econometric evaluation estimator: Evidence from a job training programme
    • HECKMAN, J. J., ICHIMURA, H. and TODD, P. (1997). Matching as an econometric evaluation estimator: Evidence from a job training programme. Rev. Econom. Stud. 64 605-654.
    • (1997) Rev. Econom. Stud , vol.64 , pp. 605-654
    • Heckman, J.J.1    Ichimura, H.2    Todd, P.3
  • 18
    • 78651440301 scopus 로고    scopus 로고
    • Bayesian nonparametric modeling for causal inference
    • MR2816546
    • HILL, J. L. (2011). Bayesian nonparametric modeling for causal inference. J. Comput. Graph. Statist. 20 217-240. MR2816546
    • (2011) J. Comput. Graph. Statist , vol.20 , pp. 217-240
    • Hill, J.L.1
  • 19
    • 79958720789 scopus 로고    scopus 로고
    • Challenges with propensity score strategies in a highdimensional setting and a potential alternative
    • HILL, J. L., WEISS, C. and ZHAI, F. (2013). Challenges with propensity score strategies in a highdimensional setting and a potential alternative. Multivariate Behavioral Research 46 477-513.
    • (2013) Multivariate Behavioral Research , vol.46 , pp. 477-513
    • Hill, J.L.1    Weiss, C.2    Zhai, F.3
  • 20
    • 79958747321 scopus 로고    scopus 로고
    • MatchIt: Nonparametric preprocessing for parametric causal inference
    • HO, D. E., IMAI, K., KING, G. and STUART, E. A. (2013). MatchIt: Nonparametric preprocessing for parametric causal inference. Journal of Statistical Software 42 1-28.
    • (2013) Journal of Statistical Software , vol.42 , pp. 1-28
    • Ho, D.E.1    Imai, K.2    King, G.3    Stuart, E.A.4
  • 21
    • 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. The Review of Economics and Statistics 86 4-29.
    • (2004) The Review of Economics and Statistics , vol.86 , pp. 4-29
    • Imbens, G.1
  • 22
    • 0036260731 scopus 로고    scopus 로고
    • How good is the evidence linking breastfeeding and intelligence?
    • JAIN, A., CONCATO, J. and LEVENTHAL, J. M. (2002). How good is the evidence linking breastfeeding and intelligence? Pediatrics 109 1044-1053.
    • (2002) Pediatrics , vol.109 , pp. 1044-1053
    • Jain, A.1    Concato, J.2    Leventhal, J.M.3
  • 23
    • 79958721165 scopus 로고    scopus 로고
    • Covariate selection in propensity scores using outcome proxies
    • KELCEY, B. (2011). Covariate selection in propensity scores using outcome proxies. Multivariate Behavioral Research 46 453-476.
    • (2011) Multivariate Behavioral Research , vol.46 , pp. 453-476
    • Kelcey, B.1
  • 26
    • 31344433620 scopus 로고    scopus 로고
    • Results of multivariable logistic regression, propensity matching, propensity adjustment, and propensity-based weighting under conditions of non-uniform effect
    • KURTH, T., WALKER, A. M., GLYNN, R. J., CHAN, K. A., GAZIANO, J. M., BERGER, K. and ROBINS, J. M. (2006). Results of multivariable logistic regression, propensity matching, propensity adjustment, and propensity-based weighting under conditions of non-uniform effect. American Journal of Epidemiology 163 262-270.
    • (2006) American Journal of Epidemiology , vol.163 , pp. 262-270
    • Kurth, T.1    Walker, A.M.2    Glynn, R.J.3    Chan, K.A.4    Gaziano, J.M.5    Berger, K.6    Robins, J.M.7
  • 27
    • 33645124985 scopus 로고    scopus 로고
    • Early life predictors of childhood intelligence: Findings from the Mater- University study of pregnancy and its outcomes
    • LAWLOR, D. A., NAJMAN, J. M., BATTY, D., O'callaghan, M. J., WILLIAMS, G. M. and BOR, W. (2006). Early life predictors of childhood intelligence: Findings from the Mater- University study of pregnancy and its outcomes. Paediatric and Perinatal Epidemiology 20 148-162.
    • (2006) Paediatric and Perinatal Epidemiology , vol.20 , pp. 148-162
    • Lawlor, D.A.1    Najman, J.M.2    Batty, D.3    O'Callaghan, M.J.4    Williams, G.M.5    Bor, W.6
  • 29
    • 77955276595 scopus 로고    scopus 로고
    • Early behaviour and development in breastfed premature infants are influenced by omega-6 and omega 3-fatty acids
    • Lundqvist-Persson, C., LAU, G., NORDIN, P. et al. (2010). Early behaviour and development in breastfed premature infants are influenced by omega-6 and omega 3-fatty acids. Early Human Development 86 407-412.
    • (2010) Early Human Development , vol.86 , pp. 407-412
    • Lundqvist-Persson, C.1    Lau, G.2    Nordin, P.3
  • 30
    • 10844272276 scopus 로고    scopus 로고
    • Propensity score estimation with boosted regression for evaluating causal effects in observational studies
    • MCCAFFREY, D. F., RIDGEWAY, G. and MORRAL, A. R. (2004). Propensity score estimation with boosted regression for evaluating causal effects in observational studies. Psychol. Methods 9 403-425.
    • (2004) Psychol. Methods , vol.9 , pp. 403-425
    • McCaffrey, D.F.1    Ridgeway, G.2    Morral, A.R.3
  • 31
    • 33745818364 scopus 로고    scopus 로고
    • Matching estimators of causal effects: Prospects and pitfalls in theory and practice
    • MR2247150
    • MORGAN, S. L. and HARDING, D. J. (2006). Matching estimators of causal effects: Prospects and pitfalls in theory and practice. Sociol. Methods Res. 35 3-60. MR2247150
    • (2006) Sociol. Methods Res , vol.35 , pp. 3-60
    • Morgan, S.L.1    Harding, D.J.2
  • 35
    • 46249084557 scopus 로고    scopus 로고
    • Twang: Toolkit for weighting and analysis of nonequivalent groups
    • Available at
    • RIDGEWAY, G., MCCAFFREY, D., MORRAL, A., GRIFFIN, B. A. and BURGETTE, L. (2012). twang: Toolkit for weighting and analysis of nonequivalent groups. R package version 1.2-5. Available at http://CRAN.R-project.org/package=twang.
    • R Package Version , vol.1 , pp. 2-5
    • Ridgeway, G.1    McCaffrey, D.2    Morral, A.3    Griffin, B.A.4    Burgette, L.5
  • 36
    • 0001198982 scopus 로고
    • The consequences of adjustment for a concomitant variable that has been affected by the treatment
    • ROSENBAUM, P. R. (1984). The consequences of adjustment for a concomitant variable that has been affected by the treatment. J. Roy. Statist. Soc. Ser. A 147 656-666.
    • (1984) J. Roy. Statist. Soc. Ser. A , vol.147 , pp. 656-666
    • Rosenbaum, P.R.1
  • 37
    • 77951622706 scopus 로고
    • The central role of the propensity score in observational studies for causal effects
    • MR0742974
    • 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. MR0742974
    • (1983) Biometrika , vol.70 , pp. 41-55
    • Rosenbaum, P.R.1    Rubin, D.B.2
  • 38
    • 0035761763 scopus 로고    scopus 로고
    • Using propensity scores to help design observational studies: Application to the tobacco litigation
    • RUBIN, D. B. (2002). Using propensity scores to help design observational studies: Application to the tobacco litigation. Health Services & Outcomes Research Methodology 2 169-188.
    • (2002) Health Services & Outcomes Research Methodology , vol.2 , pp. 169-188
    • Rubin, D.B.1
  • 39
    • 50449104524 scopus 로고    scopus 로고
    • Estimation of propensity scores using generaliz ed additive models
    • MR2526610
    • WOO, M.-J., REITER, J. P. and KARR, A. F. (2008). Estimation of propensity scores using generaliz ed additive models. Stat. Med. 27 3805-3816. MR2526610
    • (2008) Stat. Med , vol.27 , pp. 3805-3816
    • Woo, M.-J.1    Reiter, J.P.2    Karr, A.F.3


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