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Volumn 42, Issue 8, 2011, Pages 1-28

MatchIt: Nonparametric preprocessing for parametric causal inference

Author keywords

Balance; Causal inference; Matching methods; Preprocessing; R

Indexed keywords


EID: 79958747321     PISSN: None     EISSN: 15487660     Source Type: Journal    
DOI: 10.18637/jss.v042.i08     Document Type: Article
Times cited : (2949)

References (17)
  • 1
    • 33645024678 scopus 로고    scopus 로고
    • Large sample properties of matching estimators for average treatment effects
    • Abadie A, Imbens GW (2006). "Large Sample Properties of Matching Estimators for Average Treatment Effects. Econometrica, 74(1), 235-267.
    • (2006) Econometrica , vol.74 , Issue.1 , pp. 235-267
    • Abadie, A.1    Imbens, G.W.2
  • 2
    • 0442309558 scopus 로고    scopus 로고
    • Causal effects in nonexperimental studies: Re-evaluating the evaluation of training programs
    • Dehejia RH, Wahba S (1999). "Causal Effects in Nonexperimental Studies: Re-Evaluating the Evaluation of Training Programs. Journal of the American Statistical Association, 94(448), 1053-62.
    • (1999) Journal of the American Statistical Association , vol.94 , Issue.448 , pp. 1053-1062
    • Dehejia, R.H.1    Wahba, S.2
  • 4
    • 0003138938 scopus 로고
    • Comparison of multivariate matching methods: Structures, distances, and algorithms
    • Gu X, Rosenbaum PR (1993). "Comparison of Multivariate Matching Methods: Structures, Distances, and Algorithms. Journal of Computational and Graphical Statistics, 2(4), 405-420.
    • (1993) Journal of Computational and Graphical Statistics , vol.2 , Issue.4 , pp. 405-420
    • Gu, X.1    Rosenbaum, P.R.2
  • 5
    • 4944238507 scopus 로고    scopus 로고
    • Full matching in an observational study of coaching for the SAT
    • Hansen BB (2004). "Full Matching in an Observational Study of Coaching for the SAT. Journal of the American Statistical Association, 99(467), 609-618.
    • (2004) Journal of the American Statistical Association , vol.99 , Issue.467 , pp. 609-618
    • Hansen, B.B.1
  • 6
    • 34249885738 scopus 로고    scopus 로고
    • Matching as nonparametric preprocessing for reducing model dependence in parametric causal inference
    • Ho D, Imai K, King G, Stuart E (2007). "Matching as Nonparametric Preprocessing for Reducing Model Dependence in Parametric Causal Inference. Political Analysis, 15(3), 199-236.
    • (2007) Political Analysis , vol.15 , Issue.3 , pp. 199-236
    • Ho, D.1    Imai, K.2    King, G.3    Stuart, E.4
  • 7
    • 20744434390 scopus 로고    scopus 로고
    • Do get-out-the-vote calls reduce turnout? The importance of statistical methods for field Experiments
    • Imai K (2005). "Do Get-Out-The-Vote Calls Reduce Turnout? The Importance of Statistical Methods for Field Experiments. American Political Science Review, 99(2), 283-300.
    • (2005) American Political Science Review , vol.99 , Issue.2 , pp. 283-300
    • Imai, K.1
  • 10
    • 40549104115 scopus 로고    scopus 로고
    • Misunderstandings among experimentalists and observationalists about causal inference
    • Imai K, King G, Stuart E (2008b). "Misunderstandings among Experimentalists and Observationalists about Causal Inference. Journal of the Royal Statistical Society A, 171(2), 481-502.
    • (2008) Journal of the Royal Statistical Society A , vol.171 , Issue.2 , pp. 481-502
    • Imai, K.1    King, G.2    Stuart, E.3
  • 11
    • 4944223958 scopus 로고    scopus 로고
    • Causal inference with general treatment treatment regimes: Generalizing the propensity score
    • Imai K, van Dyk DA (2004). "Causal Inference with General Treatment Treatment Regimes: Generalizing the Propensity Score. Journal of the American Statistical Association, 99(467), 854-866.
    • (2004) Journal of the American Statistical Association , vol.99 , Issue.467 , pp. 854-866
    • Imai, K.1    van Dyk, D.A.2
  • 12
    • 31344479653 scopus 로고    scopus 로고
    • The dangers of extreme counterfactuals
    • King G, Zeng L (2006). "The Dangers of Extreme Counterfactuals. Political Analysis, 14(2), 131-159.
    • (2006) Political Analysis , vol.14 , Issue.2 , pp. 131-159
    • King, G.1    Zeng, L.2
  • 13
    • 33847404030 scopus 로고    scopus 로고
    • When can history be our guide? The pitfalls of counterfactual inference
    • King G, Zeng L (2007). "When Can History Be Our Guide? The Pitfalls of Counterfactual Inference. International Studies Quarterly, pp. 183-210.
    • (2007) International Studies Quarterly , pp. 183-210
    • King, G.1    Zeng, L.2
  • 14
    • 0001093804 scopus 로고
    • Evaluating the econometric evaluations of training programs
    • Lalonde R (1986). "Evaluating the Econometric Evaluations of Training Programs.American Economic Review, 76(4), 604-620.
    • (1986) American Economic Review , vol.76 , Issue.4 , pp. 604-620
    • Lalonde, R.1
  • 17
    • 79961226937 scopus 로고    scopus 로고
    • Multivariate and propensity score matching software with automated balance optimization: The matching package for r
    • URL
    • Sekhon JS (2011). "Multivariate and Propensity Score Matching Software with Automated Balance Optimization: The Matching Package for R. Journal of Statistical Software, 42(7), 1-52. URL http://www.jstatsoft.org/v42/i07/.
    • (2011) Journal of Statistical Software , vol.42 , Issue.7 , pp. 1-52
    • Sekhon, J.S.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.