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Volumn 40, Issue 1, 2010, Pages 151-189

Bayesian Propensity Score Estimators: Incorporating Uncertainties In Propensity Scores Into Causal Inference

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EID: 78449311648     PISSN: 00811750     EISSN: 14679531     Source Type: Journal    
DOI: 10.1111/j.1467-9531.2010.01226.x     Document Type: Article
Times cited : (56)

References (75)
  • 1
    • 33749045048 scopus 로고    scopus 로고
    • Implementing Matching Estimators for Average Treatment Effects in Stata
    • Abadie, Alberto, David Drukker, Jane Leber Herr, and Guido Imbens 2001. "Implementing Matching Estimators for Average Treatment Effects in Stata. Stata Journal 1:1-18.
    • (2001) Stata Journal , vol.1 , pp. 1-18
    • Abadie, A.1    Drukker, D.2    Herr, J.L.3    Imbens, G.4
  • 2
    • 33645024678 scopus 로고    scopus 로고
    • Large Sample Properties of Matching Estimators for Average Treatment Effects
    • a
    • Abadie, Alberto, and Guido Imbens 2006a. "Large Sample Properties of Matching Estimators for Average Treatment Effects. Econometrica 74(1):235-67.
    • (2006) Econometrica , vol.74 , Issue.1 , pp. 235-67
    • Abadie, A.1    Imbens, G.2
  • 3
    • 34249864274 scopus 로고    scopus 로고
    • On the Failure of the Bootstrap for Matching Estimators
    • No. 325. Retrieved April 16, 2010, b
    • Abadie, Alberto, and Guido Imbens 2006b. "On the Failure of the Bootstrap for Matching Estimators. NBER Technical Working Paper No. 325. Retrieved April 16, 2010 ().
    • (2006) NBER Technical Working Paper
    • Abadie, A.1    Imbens, G.2
  • 4
    • 77957806749 scopus 로고    scopus 로고
    • Matching on the Estimated Propensity Score
    • No. 15301. Retrieved April 16, 2010
    • Abadie, Alberto, and Guido Imbens 2009. "Matching on the Estimated Propensity Score. NBER Working Paper, No. 15301. Retrieved April 16, 2010
    • (2009) NBER Working Paper
    • Abadie, A.1    Imbens, G.2
  • 5
    • 33644851650 scopus 로고    scopus 로고
    • Doubly Robust Estimation in Missing Data and Causal Inference Models
    • Bang, Heejung, and James Robins 2005. "Doubly Robust Estimation in Missing Data and Causal Inference Models. Biometrics 61(4):962-72.
    • (2005) Biometrics , vol.61 , Issue.4 , pp. 962-72
    • Bang, H.1    Robins, J.2
  • 6
    • 61649118809 scopus 로고    scopus 로고
    • Use of Propensity Scores in Non-Linear Response Models: The Case for Health Care Expenditures
    • No. 14086. Retrieved April 16, 2010
    • Basu, Anirban, Daniel Polsky, and Willard G. Manning 2008. "Use of Propensity Scores in Non-Linear Response Models: The Case for Health Care Expenditures. NBER Working Paper No. 14086. Retrieved April 16, 2010
    • (2008) NBER Working Paper
    • Basu, A.1    Polsky, D.2    Manning, W.G.3
  • 7
    • 85129712964 scopus 로고    scopus 로고
    • Estimation of Average Treatment Effects Based on Propensity Scores
    • Becker, Sascha, and Andrea Ichino 2002. "Estimation of Average Treatment Effects Based on Propensity Scores. Stata Journal 2(4):358-77.
    • (2002) Stata Journal , vol.2 , Issue.4 , pp. 358-77
    • Becker, S.1    Ichino, A.2
  • 8
    • 84936025790 scopus 로고
    • Does Arrest Really Deter Wife Battery? An Effort to Replicate the Findings of the Minneapolis Spouse Abuse Experiment
    • Berk, Richard A., and Phyllis J. Newton 1985. "Does Arrest Really Deter Wife Battery? An Effort to Replicate the Findings of the Minneapolis Spouse Abuse Experiment. American Sociological Review 50(2):253-62.
    • (1985) American Sociological Review , vol.50 , Issue.2 , pp. 253-62
    • Berk, R.A.1    Newton, P.J.2
  • 10
    • 77951579844 scopus 로고    scopus 로고
    • New Evidence on the Finite Sample Properties of Propensity Score Matching and Reweighting Estimators
    • 3998. Retrieved April 16, 2010
    • Busso, Matias, John DiNardo, and Justin McCrary 2009. "New Evidence on the Finite Sample Properties of Propensity Score Matching and Reweighting Estimators. Institute for the Study of Labor Discussion Paper Series 3998. Retrieved April 16, 2010
    • (2009) Institute for the Study of Labor Discussion Paper Series
    • Busso, M.1    DiNardo, J.2    McCrary, J.3
  • 11
    • 59749101530 scopus 로고    scopus 로고
    • Microeconometric Evaluations of Labour Market Policies
    • Berlin, Springer.
    • Caliendo, Marco. 2006. Microeconometric Evaluations of Labour Market Policies. Berlin Springer.
    • (2006)
    • Caliendo, M.1
  • 12
    • 34547673116 scopus 로고    scopus 로고
    • Analysis of Treatment Response Data Without the Joint Distribution of Potential Outcomes
    • Chib, Siddhartha. 2007. "Analysis of Treatment Response Data Without the Joint Distribution of Potential Outcomes. Journal of Econometrics 140:401-12.
    • (2007) Journal of Econometrics , vol.140 , pp. 401-12
    • Chib, S.1
  • 13
    • 34547653859 scopus 로고    scopus 로고
    • Modeling and Calculating the Effect of Treatment at Baseline from Panel Outcomes
    • Chib, Siddhartha, and Liana Jacobi 2007. "Modeling and Calculating the Effect of Treatment at Baseline from Panel Outcomes. Journal of Econometrics 140:781-801.
    • (2007) Journal of Econometrics , vol.140 , pp. 781-801
    • Chib, S.1    Jacobi, L.2
  • 14
    • 0037603457 scopus 로고    scopus 로고
    • The Health Impact on Families of Health Care: A Matched Cohort Study of Hospice Use by Decedents and Mortality Outcomes in Surviving Widowed Spouses
    • Christakis, Nicholas, and Theodore Iwashyna 2003. "The Health Impact on Families of Health Care: A Matched Cohort Study of Hospice Use by Decedents and Mortality Outcomes in Surviving Widowed Spouses. Social Science and Medicine 57(3):465-75.
    • (2003) Social Science and Medicine , vol.57 , Issue.3 , pp. 465-75
    • Christakis, N.1    Iwashyna, T.2
  • 15
    • 77949344919 scopus 로고    scopus 로고
    • Low-Income Students and the Socioeconomic Composition of Public High Schools
    • Crosnoe, Robert. 2009. "Low-Income Students and the Socioeconomic Composition of Public High Schools. American Sociological Review 74(5):709-30.
    • (2009) American Sociological Review , vol.74 , Issue.5 , pp. 709-30
    • Crosnoe, R.1
  • 16
    • 10044298710 scopus 로고    scopus 로고
    • Practical Propensity Score Matching: A Reply to Smith and Todd
    • a
    • Dehejia, Rajeev. 2005a. "Practical Propensity Score Matching: A Reply to Smith and Todd. Journal of Econometrics 125:355-64.
    • (2005) Journal of Econometrics , vol.125 , pp. 355-64
    • Dehejia, R.1
  • 17
    • 78449270551 scopus 로고    scopus 로고
    • "Does Matching Overcome Lalonde's Critique of Nonexperimental Estimator? A Postscript.", National Bureau of Economic Research. Retrieved April 16, 2010, b
    • Dehejia, Rajeev. 2005b. "Does Matching Overcome Lalonde's Critique of Nonexperimental Estimator? A Postscript." National Bureau of Economic Research. Retrieved April 16, 2010
    • (2005)
    • Dehejia, R.1
  • 18
    • 0442309558 scopus 로고    scopus 로고
    • Causal Effects in Nonexperimental Studies: Revaluate the Evaluation of Training Programs
    • Dehejia, Rajeev, and Sadek Wahba 1999. "Causal Effects in Nonexperimental Studies: Revaluate 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. 1053-62
    • Dehejia, R.1    Wahba, S.2
  • 19
    • 57049189503 scopus 로고    scopus 로고
    • Make Money Surfing the Web? The Impact of Internet Use on the Earnings of U.S. Workers
    • DiMaggio, Paul, and Bart Bonikowski 2008. "Make Money Surfing the Web? The Impact of Internet Use on the Earnings of U.S. Workers. American Sociological Review 73(2):227-50.
    • (2008) American Sociological Review , vol.73 , Issue.2 , pp. 227-50
    • DiMaggio, P.1    Bonikowski, B.2
  • 20
    • 2442623333 scopus 로고    scopus 로고
    • Estimating Causal Effects with Matching Methods in the Presence and Absence of Bias Cancellation
    • Diprete, Thomas A., and Henriette Engelhardt 2004. "Estimating Causal Effects with Matching Methods in the Presence and Absence of Bias Cancellation. Sociological Methods and Research 32(4):501-28.
    • (2004) Sociological Methods and Research , vol.32 , Issue.4 , pp. 501-28
    • Diprete, T.A.1    Engelhardt, H.2
  • 21
    • 12144290088 scopus 로고    scopus 로고
    • Finite-Sample Properties of Propensity-Score Matching and Weighting Estimators
    • Frolich, Markus. 2004. "Finite-Sample Properties of Propensity-Score Matching and Weighting Estimators. Review of Economics and Statistics 86(1):77-90.
    • (2004) Review of Economics and Statistics , vol.86 , Issue.1 , pp. 77-90
    • Frolich, M.1
  • 22
    • 34347401441 scopus 로고    scopus 로고
    • Propensity Score Matching without Conditional Independence Assumption-with an Application to the Gender Wage Gap in the United Kingdom
    • a
    • Frolich, Markus. 2007a. "Propensity Score Matching without Conditional Independence Assumption-with an Application to the Gender Wage Gap in the United Kingdom. Econometrics Journal 10:359-407.
    • (2007) Econometrics Journal , vol.10 , pp. 359-407
    • Frolich, M.1
  • 23
    • 78449307463 scopus 로고    scopus 로고
    • On the Inefficiency of Propensity Score Matching
    • b
    • Frolich, Markus. 2007b. "On the Inefficiency of Propensity Score Matching. Advances in Statistical Analysis 91:279-90.
    • (2007) Advances in Statistical Analysis , vol.91 , pp. 279-90
    • Frolich, M.1
  • 24
    • 33846699499 scopus 로고    scopus 로고
    • Scar Effects of Unemployment: An Assessment of Institutional Complementarities
    • Gangl, Markus. 2006. "Scar Effects of Unemployment: An Assessment of Institutional Complementarities. American Sociological Review 71(6):986-1013.
    • (2006) American Sociological Review , vol.71 , Issue.6 , pp. 986-1013
    • Gangl1    Markus2
  • 25
    • 0004012196 scopus 로고    scopus 로고
    • Bayesian Data Analysis
    • Boca Raton, FL, 2nd ed., Chapman and Hall/CRC.
    • Gelman, Andrew, John Carlin, Hal Stern, and Donald Rubin 2003. Bayesian Data Analysis. Boca Raton, FL 2nd ed. Chapman and Hall/CRC.
    • (2003)
    • Gelman, A.1    Carlin, J.2    Stern, H.3    Rubin, D.4
  • 26
    • 33845601607 scopus 로고    scopus 로고
    • Data Analysis Using Regression and Multilevel/Hierarchical Models
    • New York, Cambridge University Press.
    • Gelman, Andrew, and Jennifer Hill 2007. Data Analysis Using Regression and Multilevel/Hierarchical Models. New York Cambridge University Press.
    • (2007)
    • Gelman, A.1    Hill, J.2
  • 27
    • 0007833410 scopus 로고    scopus 로고
    • Bayesian Methods: A Social and Behavioral Sciences Approach
    • Boca Raton, FL, Chapman and Hall/CRC.
    • Gill, Jeff. 2008. Bayesian Methods: A Social and Behavioral Sciences Approach. Boca Raton, FL Chapman and Hall/CRC.
    • (2008)
    • Gill, J.1
  • 28
    • 0004296209 scopus 로고    scopus 로고
    • Econometric Analysis
    • Upper Saddle River, NJ, Prentice Hall.
    • Greene, William. 2000. Econometric Analysis. Upper Saddle River, NJ Prentice Hall.
    • (2000)
    • Greene, W.1
  • 29
    • 0000858149 scopus 로고    scopus 로고
    • On the Role of the Propensity Score in Efficient Semiparametric Estimation of Average Treatment Effects
    • Hahn, Jinyong. 1998. "On the Role of the Propensity Score in Efficient Semiparametric Estimation of Average Treatment Effects. Econometrica 66(2):315-31.
    • (1998) Econometrica , vol.66 , Issue.2 , pp. 315-31
    • Hahn, J.1
  • 30
    • 78449297456 scopus 로고    scopus 로고
    • "Synthetic Matching for Causal Effects: A Multivariate Reweighting Method to Produce Balanced Samples in Observational Studies.", Working Paper, Department of Political Science, MIT, Cambridge, MA, Retrieved April 16, 2010
    • Hainmueller, Jens. 2008. "Synthetic Matching for Causal Effects: A Multivariate Reweighting Method to Produce Balanced Samples in Observational Studies." Working Paper, Department of Political Science, MIT, Cambridge, MA Retrieved April 16, 2010
    • (2008)
    • Hainmueller, J.1
  • 31
    • 84950420463 scopus 로고
    • Choosing Among Alternative Nonexperimental Methods for Estimating the Impact of Social Programs: The Case of Manpower Training
    • Heckman, James, and Joseph Hotz 1989. "Choosing Among Alternative Nonexperimental Methods for Estimating the Impact of Social Programs: The Case of Manpower Training. Journal of the American Statistical Association 84:862-74.
    • (1989) Journal of the American Statistical Association , vol.84 , pp. 862-74
    • Heckman, J.1    Hotz, J.2
  • 32
    • 0001622038 scopus 로고    scopus 로고
    • Matching as an Econometric Evaluation Estimator: Evidence from Evaluating a Job Training Programme
    • Heckman, James, Hidehiko Ichimura, and Petra Todd 1997. "Matching as an Econometric Evaluation Estimator: Evidence from Evaluating a Job Training Programme. Review of Economic Studies 64:605-54.
    • (1997) Review of Economic Studies , vol.64 , pp. 605-54
    • Heckman, J.1    Ichimura, H.2    Todd, P.3
  • 33
    • 0000423207 scopus 로고    scopus 로고
    • Matching as an Econometric Evaluation Estimator
    • Heckman, James, Hidehiko Ichimura, and Petra Todd 1998. "Matching as an Econometric Evaluation Estimator. Review of Economic Studies 65:261-94.
    • (1998) Review of Economic Studies , vol.65 , pp. 261-94
    • Heckman, J.1    Ichimura, H.2    Todd, P.3
  • 34
    • 84987736345 scopus 로고    scopus 로고
    • Applied Bayesian Modeling and Causal Inference from Incomplete-Data Perspectives
    • edited by, Andrew Gelman and, Xiao-Li Meng., Chichester, England, Wiley.
    • Hirano, Keisuke, and Guido Imbens 2004. "The Propensity Score with Continuous Treatments." Pp. 73-84 in Applied Bayesian Modeling and Causal Inference from Incomplete-Data Perspectives, edited by Andrew Gelman and Xiao-Li Meng Chichester, England Wiley.
    • (2004) The Propensity Score with Continuous Treatments , pp. 73-84
    • Hirano, K.1    Imbens, G.2
  • 35
    • 0141495120 scopus 로고    scopus 로고
    • Efficient Estimation of Average Treatment Effects Using the Estimated Propensity Score
    • Hirano, Keisuke, Guido Imbens, and Geert Ridder 2003. "Efficient Estimation of Average Treatment Effects Using the Estimated Propensity Score. Eonometrica 71(4):1161-89.
    • (2003) Eonometrica , vol.71 , Issue.4 , pp. 1161-89
    • Hirano, K.1    Imbens, G.2    Ridder, G.3
  • 36
    • 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 15:199-236.
    • (2007) Political Analysis , vol.15 , pp. 199-236
    • Ho, D.1    Imai, K.2    King, G.3    Stuart, E.4
  • 37
    • 4944223958 scopus 로고    scopus 로고
    • Causal Inference with General Treatment Regimes: Generalizing the Propensity Score
    • Imai, Kosuke, and David A. Van Dyk 2004. "Causal Inference with General Treatment Regimes: Generalizing the Propensity Score. Journal of the American Statistical Association 99(3):854-66.
    • (2004) Journal of the American Statistical Association , vol.99 , Issue.3 , pp. 854-66
    • Imai, K.1    Van Dyk, D.A.2
  • 38
    • 0000724291 scopus 로고    scopus 로고
    • The Role of the Propensity Score in Estimating Dose-Response Functions
    • Imbens, Guido. 2000. "The Role of the Propensity Score in Estimating Dose-Response Functions. Biometrika 87(3):706-10.
    • (2000) Biometrika , vol.87 , Issue.3 , pp. 706-10
    • Imbens, G.1
  • 39
    • 0031535102 scopus 로고    scopus 로고
    • Bayesian Inference for Causal Effects in Randomized Experiments with Noncompliance
    • Imbens, Guido, and Donald Rubin 1997. "Bayesian Inference for Causal Effects in Randomized Experiments with Noncompliance. Annals of Statistics 25(1):305-27.
    • (1997) Annals of Statistics , vol.25 , Issue.1 , pp. 305-27
    • Imbens, G.1    Rubin, D.2
  • 40
    • 44949207567 scopus 로고    scopus 로고
    • Recent Developments in the Econometrics of Program Evaluation
    • No. 14251. Retrieved April 16, 2010
    • Imbens, Guido, and Jeffrey Wooldridge 2008. "Recent Developments in the Econometrics of Program Evaluation. NBER Working Paper No. 14251. Retrieved April 16, 2010
    • (2008) NBER Working Paper
    • Imbens, G.1    Wooldridge, J.2
  • 41
    • 0001093804 scopus 로고
    • Evaluating the Econometric Evaluations of Training Programs with Experimental Data
    • Lalonde, Robert. 1986. "Evaluating the Econometric Evaluations of Training Programs with Experimental Data. American Economic Review 76(4):604-20.
    • (1986) American Economic Review , vol.76 , Issue.4 , pp. 604-20
    • Lalonde, R.1
  • 42
    • 0036420919 scopus 로고    scopus 로고
    • Some Practical Issues in the Evaluation of Heterogeneous Labour Market Programmes by Matching Methods
    • Lechner, Michael. 2002. "Some Practical Issues in the Evaluation of Heterogeneous Labour Market Programmes by Matching Methods. Journal of Royal Statistical Society 165:59-82.
    • (2002) Journal of Royal Statistical Society , vol.165 , pp. 59-82
    • Lechner, M.1
  • 43
    • 78449294930 scopus 로고    scopus 로고
    • PSMATCH2: Stata Module to Perform Full Mahalanobis and Propensity Score Matching, Common Support Graphing, and Covariate Imbalance Testing.", Retrieved April 16, 2010
    • Leuven, Edwin, and Barbara Sianesi 2003. "PSMATCH2: Stata Module to Perform Full Mahalanobis and Propensity Score Matching, Common Support Graphing, and Covariate Imbalance Testing." Retrieved April 16, 2010
    • (2003)
    • Leuven, E.1    Sianesi, B..2
  • 44
    • 0004182828 scopus 로고    scopus 로고
    • Monte Carlo Strategies in Scientific Computing
    • New York, Springer.
    • Liu, Jun S. 2004. Monte Carlo Strategies in Scientific Computing. New York Springer.
    • (2004)
    • Liu, J.S.1
  • 46
    • 56249115275 scopus 로고    scopus 로고
    • Introduction to Applied Bayesian Statistics and Estimation for Social Scientists
    • New York, Springer.
    • Lynch, Scott. 2007. Introduction to Applied Bayesian Statistics and Estimation for Social Scientists. New York Springer.
    • (2007)
    • Lynch, S.1
  • 47
    • 78449303121 scopus 로고    scopus 로고
    • Markov Chain Monte Carlo (MCMC) Package (1.0-5).", Retrieved April 16, 2010
    • Martin, Andrew D., Kevin M. Quinn, and Jong Hee Park 2009. "Markov Chain Monte Carlo (MCMC) Package (1.0-5)." Retrieved April 16, 2010
    • (2009)
    • Martin, A.D.1    Quinn, K.M.2    Park, J.H.3
  • 48
    • 61749103209 scopus 로고    scopus 로고
    • Bayesian Propensity Score Analysis for Observational Data
    • McCandless, Lawrence, Paul Gustafson, and Peter Austin 2009. "Bayesian Propensity Score Analysis for Observational Data. Statistics in Medicine 28:94-112.
    • (2009) Statistics in Medicine , vol.28 , pp. 94-112
    • McCandless, L.1    Gustafson, P.2    Austin, P.3
  • 49
    • 33745818364 scopus 로고    scopus 로고
    • Matching Estimators of Causal Effects: Prospects and Pitfalls in Theory and Practice
    • Morgan, Stephen, and David Harding 2006. "Matching Estimators of Causal Effects: Prospects and Pitfalls in Theory and Practice. Sociological Methods and Research 35:3-60.
    • (2006) Sociological Methods and Research , vol.35 , pp. 3-60
    • Morgan, S.1    Harding, D.2
  • 50
    • 84924491717 scopus 로고    scopus 로고
    • Counterfactuals and Causal Inference: Methods and Principles for Social Research
    • New York, Cambridge University Press.
    • Morgan, Stephen, and Christopher Winship 2007. Counterfactuals and Causal Inference: Methods and Principles for Social Research. New York Cambridge University Press.
    • (2007)
    • Morgan, S.1    Winship, C.2
  • 51
    • 70350096085 scopus 로고
    • Handbook of Econometrics
    • Ch. 36 in, IV), edited by, Robert F. Engle and, Amsterdam, Elsevier Science.
    • Newey, Whitney, and Daniel McFadden 1994. "Large Sample Estimation and Hypothesis Testing." Ch. 36 in Handbook of Econometrics (IV), edited by Robert F. Engle and Daniel L. McFadden Amsterdam Elsevier Science.
    • (1994) Large Sample Estimation and Hypothesis Testing
    • Newey, W.1    McFadden, D.2    McFadden, D.L.3
  • 52
    • 0001447776 scopus 로고
    • Econometric Issues in the Analysis of Regressions with Generated Regressors
    • Pagan, Adrian. 1984. "Econometric Issues in the Analysis of Regressions with Generated Regressors. International Economic Review 25:221-47.
    • (1984) International Economic Review , vol.25 , pp. 221-47
    • Pagan, A.1
  • 53
    • 78449310737 scopus 로고    scopus 로고
    • "JAGS: A Program for Analysis of Bayesian Graphical Models Using Gibbs Sampling.", Retrieved April 16, 2010
    • Plummer, Martyn. 2003. "JAGS: A Program for Analysis of Bayesian Graphical Models Using Gibbs Sampling." Retrieved April 16, 2010
    • (2003)
    • Plummer, M.1
  • 54
    • 0003919677 scopus 로고    scopus 로고
    • Monte Carlo Statistical Methods
    • New York, Springer.
    • Robert, Christian P., and George Casella 2004. Monte Carlo Statistical Methods. New York Springer.
    • (2004)
    • Robert, C.P.1    Casella, G.2
  • 55
    • 0004228121 scopus 로고    scopus 로고
    • Observational Studies
    • 2nd ed., New York, Springer.
    • Rosenbaum, Paul. 2002. Observational Studies. 2nd ed. New York Springer.
    • (2002)
    • Rosenbaum, P.1
  • 56
    • 77951622706 scopus 로고
    • The Central Role of the Propensity Score in Observational Studies for Causal Effects
    • Rosenbaum, Paul, and Donald Rubin 1983. "The Central Role of the Propensity Score in Observational Studies for Causal Effects. Biometrika 70:41-55.
    • (1983) Biometrika , vol.70 , pp. 41-55
    • Rosenbaum, P.1    Rubin, D.2
  • 57
    • 84949193513 scopus 로고
    • Reducing Bias in Observational Studies Using Subclassification on the Propensity Score
    • Rosenbaum, Paul, and Donald Rubin 1984. "Reducing Bias in Observational Studies Using Subclassification on the Propensity Score. Journal of the American Statistical Association 79:516-24.
    • (1984) Journal of the American Statistical Association , vol.79 , pp. 516-24
    • Rosenbaum, P.1    Rubin, D.2
  • 58
    • 84945581878 scopus 로고
    • Constructing a Control Group Using Multivariate Matched Sampling Methods that Incorporate the Propensity Score
    • a
    • Rosenbaum, Paul, and Donald Rubin 1985a. "Constructing a Control Group Using Multivariate Matched Sampling Methods that Incorporate the Propensity Score. American Statistician 39:33-38.
    • (1985) American Statistician , vol.39 , pp. 33-38
    • Rosenbaum, P.1    Rubin, D.2
  • 59
    • 0022033155 scopus 로고
    • The Bias Due to Incomplete Matching
    • b
    • Rosenbaum, Paul, and Donald Rubin 1985b. "The Bias Due to Incomplete Matching. Biometrics 41:103-16.
    • (1985) Biometrics , vol.41 , pp. 103-16
    • Rosenbaum, P.1    Rubin, D.2
  • 60
    • 58149417330 scopus 로고
    • Estimating Causal Effects of Treatments in Randomized and Nonrandomized Studies
    • Rubin, Donald. 1974. "Estimating Causal Effects of Treatments in Randomized and Nonrandomized Studies. Journal of Educational Psychology 66:688-701.
    • (1974) Journal of Educational Psychology , vol.66 , pp. 688-701
    • Rubin, D.1
  • 61
    • 0002531157 scopus 로고
    • Bayesian Inference for Causal Effects: The Role of Randomization
    • Rubin, Donald. 1978. "Bayesian Inference for Causal Effects: The Role of Randomization. Annals of Statistics 6(1):34-58.
    • (1978) Annals of Statistics , vol.6 , Issue.1 , pp. 34-58
    • Rubin, D.1
  • 62
    • 42349099434 scopus 로고    scopus 로고
    • Statistical Inference for Causal Inference, with Emphasis on Applications in Epidemiology and Medical Statistics
    • Rubin, Donald. 2008. "Statistical Inference for Causal Inference, with Emphasis on Applications in Epidemiology and Medical Statistics. Handbook of Statistics 27:28-63.
    • (2008) Handbook of Statistics , vol.27 , pp. 28-63
    • Rubin, D.1
  • 63
    • 0000849981 scopus 로고
    • Affinely Invariant Matching Methods with Ellipsoidal Distributions
    • a
    • Rubin, Donald, and Neal Thomas 1992a. "Affinely Invariant Matching Methods with Ellipsoidal Distributions. Annals of Statistics 20(2):1079-93.
    • (1992) Annals of Statistics , vol.20 , Issue.2 , pp. 1079-93
    • Rubin, D.1    Thomas, N.2
  • 64
    • 0000458803 scopus 로고
    • Characterizing the Effect of Matching Using Linear Propensity Score Methods with Normal Distributions
    • b
    • Rubin, Donald, and Neal Thomas 1992b. "Characterizing the Effect of Matching Using Linear Propensity Score Methods with Normal Distributions. Biometrika 79(4):797-809.
    • (1992) Biometrika , vol.79 , Issue.4 , pp. 797-809
    • Rubin, D.1    Thomas, N.2
  • 65
    • 0029959044 scopus 로고    scopus 로고
    • Matching Using Estimated Propensity Scores: Relating Theory to Practice
    • Rubin, Donald, and Neal Thomas 1996. "Matching Using Estimated Propensity Scores: Relating Theory to Practice. Biometrics 52(1):249-64.
    • (1996) Biometrics , vol.52 , Issue.1 , pp. 249-64
    • Rubin, D.1    Thomas, N.2
  • 66
    • 84872599983 scopus 로고    scopus 로고
    • Multivariate and Propensity Score Matching Software with Automated Balance Optimization: The Matching package for R
    • Forthcoming. Retrieved April 16, 2010
    • Sekhon, Jasjeet. Forthcoming. "Multivariate and Propensity Score Matching Software with Automated Balance Optimization: The Matching package for R. Journal of Statistical Software, Retrieved April 16, 2010
    • Journal of Statistical Software
    • Sekhon, J.1
  • 69
    • 78449276231 scopus 로고    scopus 로고
    • A Package for Running jags from R.", Retrieved April 16, 2010
    • Su, Yu-Sung, and Masanao Yajima 2009. "A Package for Running jags from R." Retrieved April 16, 2010
    • (2009)
    • Su, Y.1    Yajima, M.2
  • 70
    • 0033176936 scopus 로고    scopus 로고
    • Bayesian Analysis for Sociologists: An Introduction
    • Western, Bruce. 1999. "Bayesian Analysis for Sociologists: An Introduction. Sociological Methods and Research 28:7-34.
    • (1999) Sociological Methods and Research , vol.28 , pp. 7-34
    • Western, B.1
  • 71
    • 0033446553 scopus 로고    scopus 로고
    • The Estimation of Causal Effects from Observational Data
    • Winship, Christopher, and Stephen Morgan 1999. "The Estimation of Causal Effects from Observational Data. Annual Review of Sociology 25:659-707.
    • (1999) Annual Review of Sociology , vol.25 , pp. 659-707
    • Winship, C.1    Morgan, S.2
  • 72
    • 0003569851 scopus 로고    scopus 로고
    • Econometric Analysis of Cross Section and Panel Data
    • Cambridge, MA, MIT Press., a
    • Wooldridge, Jeffrey. 2002a. Econometric Analysis of Cross Section and Panel Data. Cambridge, MA MIT Press.
    • (2002)
    • Wooldridge, J.1
  • 73
    • 10044269285 scopus 로고    scopus 로고
    • Inverse Probability Weighted M-estimators for Sample Selection, Attrition, and Stratification
    • b
    • Wooldridge, Jeffrey. 2002b. "Inverse Probability Weighted M-estimators for Sample Selection, Attrition, and Stratification. Portuguese Econometric Journal 1(2):117-39.
    • (2002) Portuguese Econometric Journal , vol.1 , Issue.2 , pp. 117-39
    • Wooldridge, J.1
  • 74
    • 30444456711 scopus 로고    scopus 로고
    • Market Premium, Social Process, and Statisticism
    • Xie, Yu, and Xiaogang Wu 2005. "Market Premium, Social Process, and Statisticism. American Sociological Review 70(5):865-70.
    • (2005) American Sociological Review , vol.70 , Issue.5 , pp. 865-70
    • Xie, Y.u.1    Wu, X.2
  • 75
    • 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


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.