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Volumn 61, Issue 2, 2017, Pages 473-489

The Balance-Sample Size Frontier in Matching Methods for Causal Inference

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EID: 85000968655     PISSN: 00925853     EISSN: 15405907     Source Type: Journal    
DOI: 10.1111/ajps.12272     Document Type: Article
Times cited : (90)

References (34)
  • 2
    • 44649173785 scopus 로고    scopus 로고
    • A Critical Appraisal of Propensity-Score Matching in the Medical Literature between 1996 and 2003
    • Austin, Peter C. 2008. “A Critical Appraisal of Propensity-Score Matching in the Medical Literature between 1996 and 2003.” Journal of the American Statistical Association 27(12): 2037–49.
    • (2008) Journal of the American Statistical Association , vol.27 , Issue.12 , pp. 2037-2049
    • Austin, P.C.1
  • 3
    • 0003016998 scopus 로고
    • Issues in the Analysis of Selectivity Bias
    • ” In, ed., E. Stromsdorfer, G. Farkas, San Francisco, Sage
    • Barnow, Burt S., Glen G. Cain, and Arthur S. Goldberger. 1980. “Issues in the Analysis of Selectivity Bias.” In Evaluation Studies, ed. E. Stromsdorfer and G. Farkas. Vol. 5. San Francisco: Sage.
    • (1980) Evaluation Studies , vol.5
    • Barnow, B.S.1    Cain, G.G.2    Goldberger, A.S.3
  • 5
    • 38849182246 scopus 로고    scopus 로고
    • Some Practical Guidance for the Implementation of Propensity Score Matching
    • Caliendo, Marco, and Sabine Kopeinig. 2008. “Some Practical Guidance for the Implementation of Propensity Score Matching.” Journal of Economic Surveys 22(1): 31–72.
    • (2008) Journal of Economic Surveys , vol.22 , Issue.1 , pp. 31-72
    • Caliendo, M.1    Kopeinig, S.2
  • 6
    • 60449086859 scopus 로고    scopus 로고
    • Dealing with Limited Overlap in Estimation of Average Treatment Effects
    • Crump, Richard K., V. Joseph Hotz, Guido W. Imbens, and Oscar Mitnik. 2009. “Dealing with Limited Overlap in Estimation of Average Treatment Effects.” Biometrika 96(1): 187–99.
    • (2009) Biometrika , vol.96 , Issue.1 , pp. 187-199
    • Crump, R.K.1    Hotz, V.J.2    Imbens, G.W.3    Mitnik, O.4
  • 7
    • 0036102924 scopus 로고    scopus 로고
    • Propensity Score-Matching Methods for Nonexperimental Causal Studies
    • Dehejia, Rajeev H., and Sadek Wahba. 2002. “Propensity Score-Matching Methods for Nonexperimental Causal Studies.” Review of Economics and Statistics 84(1): 151–61.
    • (2002) Review of Economics and Statistics , vol.84 , Issue.1 , pp. 151-161
    • Dehejia, R.H.1    Wahba, S.2
  • 8
    • 84879547249 scopus 로고    scopus 로고
    • Genetic Matching for Estimating Causal Effects: A General Multivariate Matching Method for Achieving Balance in Observational Studies
    • Diamond, Alexis, and Jasjeet S. Sekhon. 2012. “Genetic Matching for Estimating Causal Effects: A General Multivariate Matching Method for Achieving Balance in Observational Studies.” Review of Economics and Statistics 95(3): 932–45.
    • (2012) Review of Economics and Statistics , vol.95 , Issue.3 , pp. 932-945
    • Diamond, A.1    Sekhon, J.S.2
  • 10
    • 0040433168 scopus 로고    scopus 로고
    • Picking Federal Judges: A Note on Policy and Partisan Selection Agendas
    • Giles, Micheal W., Virginia A. Hettinger, and Todd Peppers. 2001. “Picking Federal Judges: A Note on Policy and Partisan Selection Agendas.” Political Research Quarterly 54(3): 623–41.
    • (2001) Political Research Quarterly , vol.54 , Issue.3 , pp. 623-641
    • Giles, M.W.1    Hettinger, V.A.2    Peppers, T.3
  • 12
    • 0001622038 scopus 로고    scopus 로고
    • Matching as an Econometric Evaluation Estimator: Evidence from Evaluating a Job Training Program
    • Evaluation of Training and Other Social Programmes (Oct., 1997)
    • Heckman, James, Hidehiko Ichimura, and Petra Todd. 1998. “Matching as an Econometric Evaluation Estimator: Evidence from Evaluating a Job Training Program.” Review of Economic Studies Evaluation of Training and Other Social Programmes (Oct., 1997), 64(4): 605–654.
    • (1998) Review of Economic Studies , vol.64 , Issue.4 , pp. 605-654
    • Heckman, J.1    Ichimura, H.2    Todd, P.3
  • 13
    • 34249885738 scopus 로고    scopus 로고
    • Matching as Nonparametric Preprocessing for Reducing Model Dependence in Parametric Causal Inference
    • Ho, Daniel, Kosuke Imai, Gary King, and Elizabeth Stuart. 2007. “Matching as Nonparametric Preprocessing for Reducing Model Dependence in Parametric Causal Inference.” Political Analysis 15(3): 199–236. http://gking.harvard.edu/files/abs/matchp-abs.shtml.
    • (2007) Political Analysis , vol.15 , Issue.3 , pp. 199-236
    • Ho, D.1    Imai, K.2    King, G.3    Stuart, E.4
  • 15
    • 79954476716 scopus 로고    scopus 로고
    • Multivariate Matching Methods That Are Monotonic Imbalance Bounding
    • Iacus, Stefano M., Gary King, and Giuseppe Porro. 2011a. “Multivariate Matching Methods That Are Monotonic Imbalance Bounding.” Journal of the American Statistical Association 106(493): 345–61. http://gking.harvard.edu/files/abs/cem-math-abs.shtml.
    • (2011) Journal of the American Statistical Association , vol.106 , Issue.493 , pp. 345-361
    • Iacus, S.M.1    King, G.2    Porro, G.3
  • 17
    • 40549104115 scopus 로고    scopus 로고
    • Misunderstandings among Experimentalists and Observationalists about Causal Inference
    • Imai, Kosuke, Gary King, and Elizabeth Stuart. 2008. “Misunderstandings among Experimentalists and Observationalists about Causal Inference.” Journal of the Royal Statistical Society, Series A 171(2): 481–502. http://gking.harvard.edu/files/abs/matchse-abs.shtml.
    • (2008) Journal of the Royal Statistical Society, Series A , vol.171 , Issue.2 , pp. 481-502
    • Imai, K.1    King, G.2    Stuart, E.3
  • 18
    • 1842429563 scopus 로고    scopus 로고
    • Nonparametric Estimation of Average Treatment Effects under Exogeneity: A Review
    • Imbens, Guido W. 2004. “Nonparametric Estimation of Average Treatment Effects under Exogeneity: A Review.” Review of Economics and Statistics 86(1): 4–29.
    • (2004) Review of Economics and Statistics , vol.86 , Issue.1 , pp. 4-29
    • Imbens, G.W.1
  • 22
    • 31344479653 scopus 로고    scopus 로고
    • The Dangers of Extreme Counterfactuals
    • King, Gary, and Langche Zeng. 2006. “The Dangers of Extreme Counterfactuals.” Political Analysis 14(2): 131–59. http://gking.harvard.edu/files/abs/counterft-abs.shtml.
    • (2006) Political Analysis , vol.14 , Issue.2 , pp. 131-159
    • King, G.1    Zeng, L.2
  • 23
    • 0001093804 scopus 로고
    • Evaluating the Econometric Evaluations of Training Programs
    • Lalonde, Robert. 1986. “Evaluating the Econometric Evaluations of Training Programs.” American Economic Review 76(4): 604–20.
    • (1986) American Economic Review , vol.76 , Issue.4 , pp. 604-620
    • Lalonde, R.1
  • 25
    • 33947269999 scopus 로고    scopus 로고
    • Minimum Distance Matched Sampling with Fine Balance in an Observational Study of Treatment for Ovarian Cancer
    • Rosenbaum, Paul R., Richard N. Ross, and Jeffrey H. Silber. 2007. “Minimum Distance Matched Sampling with Fine Balance in an Observational Study of Treatment for Ovarian Cancer.” Journal of the American Statistical Association 102(477): 75–83.
    • (2007) Journal of the American Statistical Association , vol.102 , Issue.477 , pp. 75-83
    • Rosenbaum, P.R.1    Ross, R.N.2    Silber, J.H.3
  • 26
    • 77951622706 scopus 로고
    • The Central Role of the Propensity Score in Observational Studies for Causal Effects
    • Rosenbaum, Paul R., and Donald B. Rubin. 1983. “The Central Role of the Propensity Score in Observational Studies for Causal Effects.” Biometrika 70(1): 41–55.
    • (1983) Biometrika , vol.70 , Issue.1 , pp. 41-55
    • Rosenbaum, P.R.1    Rubin, D.B.2
  • 27
    • 84949193513 scopus 로고
    • Reducing Bias in Observational Studies Using Subclassification on the Propensity Score
    • Rosenbaum, Paul R., and Donald B. Rubin. 1984. “Reducing Bias in Observational Studies Using Subclassification on the Propensity Score.” Journal of the American Statistical Association 79(387): 515–24.
    • (1984) Journal of the American Statistical Association , vol.79 , Issue.387 , pp. 515-524
    • Rosenbaum, P.R.1    Rubin, D.B.2
  • 28
    • 64349088593 scopus 로고    scopus 로고
    • For Objective Causal Inference, Design Trumps Analysis
    • Rubin, Donald B. 2008. “For Objective Causal Inference, Design Trumps Analysis.” Annals of Applied Statistics 2(3): 808–40.
    • (2008) Annals of Applied Statistics , vol.2 , Issue.3 , pp. 808-840
    • Rubin, D.B.1
  • 29
    • 77955722285 scopus 로고    scopus 로고
    • On the Limitations of Comparative Effectiveness Research
    • Rubin, Donald B. 2010. “On the Limitations of Comparative Effectiveness Research.” Statistics in Medicine 29(19): 1991–95.
    • (2010) Statistics in Medicine , vol.29 , Issue.19 , pp. 1991-1995
    • Rubin, D.B.1
  • 30
    • 79961226937 scopus 로고    scopus 로고
    • Multivariate and Propensity Score Matching Software with Automated Balance Optimization: The Matching Package for R
    • Sekhon, Jasjeet S. 2011. “Multivariate and Propensity Score Matching Software with Automated Balance Optimization: The Matching Package for R.” Journal of Statistical Software 42.
    • (2011) Journal of Statistical Software , vol.42
    • Sekhon, J.S.1
  • 31
    • 44649111276 scopus 로고    scopus 로고
    • Developing Practical Recommendations for the Use of Propensity Scores: Discussion of ‘A Critical Appraisal of Propensity Score Matching in the Medical Literature between 1996 and 2003
    • Stuart, Elizabeth A. 2008. “Developing Practical Recommendations for the Use of Propensity Scores: Discussion of ‘A Critical Appraisal of Propensity Score Matching in the Medical Literature between 1996 and 2003’.” Statistics in Medicine 27(12): 2062–65.
    • (2008) Statistics in Medicine , vol.27 , Issue.12 , pp. 2062-2065
    • Stuart, E.A.1
  • 32
    • 84891502322 scopus 로고    scopus 로고
    • Causal Inference under Multiple Versions of Treatment
    • VanderWeele, Tyler J., and Miguel A. Hernan. 2012. “Causal Inference under Multiple Versions of Treatment.” Journal of Causal Inference 1: 1–20.
    • (2012) Journal of Causal Inference , vol.1 , pp. 1-20
    • VanderWeele, T.J.1    Hernan, M.A.2
  • 33
    • 80054726997 scopus 로고    scopus 로고
    • A New Criterion for Confounder Selection
    • VanderWeele, Tyler J., and Ilya Shpitser. 2011. “A New Criterion for Confounder Selection.” Biometrics 67(4): 1406–13.
    • (2011) Biometrics , vol.67 , Issue.4 , pp. 1406-1413
    • VanderWeele, T.J.1    Shpitser, I.2
  • 34
    • 1842429533 scopus 로고    scopus 로고
    • Using Matching to Estimate Treatment Effects: Data Requirements, Matching Metrics, and Monte Carlo Evidence
    • Zhao, Zhong. 2004. “Using Matching to Estimate Treatment Effects: Data Requirements, Matching Metrics, and Monte Carlo Evidence.” Review of Economics and Statistics 86(1): 91–107.
    • (2004) Review of Economics and Statistics , vol.86 , Issue.1 , pp. 91-107
    • Zhao, Z.1


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