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Volumn 44, Issue 1, 2013, Pages 13-45

Matching using semiparametric propensity scores

Author keywords

Binary quantile regression; Heterogeneity; Propensity score matching; Semiparametric binary choice estimators; Treatment effects

Indexed keywords

HETEROGENEITY; MONTE CARLO ANALYSIS; NUMERICAL MODEL; PARAMETERIZATION; PROBABILITY; REGRESSION ANALYSIS;

EID: 84872657119     PISSN: 03777332     EISSN: None     Source Type: Journal    
DOI: 10.1007/s00181-012-0591-3     Document Type: Article
Times cited : (10)

References (53)
  • 1
    • 33645024678 scopus 로고    scopus 로고
    • Large sample properties of matching estimators for average treatment effects
    • Abadie A, Imbens G (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.2
  • 2
    • 56349115008 scopus 로고    scopus 로고
    • On the failure of the bootstrap for matching estimators
    • Abadie A, Imbens G (2008) On the failure of the bootstrap for matching estimators. Econometrica 76(6): 1537-1557.
    • (2008) Econometrica , vol.76 , Issue.6 , pp. 1537-1557
    • Abadie, A.1    Imbens, G.2
  • 3
    • 78449245457 scopus 로고    scopus 로고
    • Bias-corrected matching estimators for average treatment effects
    • Abadie A, Imbens G (2011) Bias-corrected matching estimators for average treatment effects. J Bus Econ Stat 29(1): 1-11.
    • (2011) J Bus Econ Stat , vol.29 , Issue.1 , pp. 1-11
    • Abadie, A.1    Imbens, G.2
  • 4
    • 35348900136 scopus 로고    scopus 로고
    • Sentencing using statistical treatment rules: what we don't know can hurt us
    • Bushway S, Smith J (2007) Sentencing using statistical treatment rules: what we don't know can hurt us. J Quant Criminol 23(4): 377-387.
    • (2007) J Quant Criminol , vol.23 , Issue.4 , pp. 377-387
    • Bushway, S.1    Smith, J.2
  • 6
    • 0014297593 scopus 로고
    • The effectiveness of adjustment by subclassification in removing bias in observational studies
    • Cochran WG (1968) The effectiveness of adjustment by subclassification in removing bias in observational studies. Biometrics 24(2): 295-313.
    • (1968) Biometrics , vol.24 , Issue.2 , pp. 295-313
    • Cochran, W.G.1
  • 7
    • 60449086859 scopus 로고    scopus 로고
    • Dealing with limited overlap in estimation of average treatment rffects
    • Crump R, Hotz JV, Imbens GW, Mitnik O (2009) Dealing with limited overlap in estimation of average treatment rffects. Biometrika 96(1): 187-199.
    • (2009) Biometrika , vol.96 , Issue.1 , pp. 187-199
    • Crump, R.1    Hotz, J.V.2    Imbens, G.W.3    Mitnik, O.4
  • 8
    • 10044298710 scopus 로고    scopus 로고
    • Practical propensity score matching: a reply to smith and todd
    • Dehejia R (2005) Practical propensity score matching: a reply to smith and todd. J Econ 125(1-2): 355-364.
    • (2005) J Econ , vol.125 , Issue.1-2 , pp. 355-364
    • Dehejia, R.1
  • 9
    • 0442309558 scopus 로고    scopus 로고
    • Causal effects in non-experimental studies: re-evaluating the evaluation of training programs
    • Dehejia R, Wahba S (1999) Causal effects in non-experimental studies: re-evaluating the evaluation of training programs. J Am Stat Assoc 94(448): 1053-1062.
    • (1999) J Am Stat Assoc , vol.94 , Issue.448 , pp. 1053-1062
    • Dehejia, R.1    Wahba, S.2
  • 10
    • 0036102924 scopus 로고    scopus 로고
    • Propensity score matching methods for non-experimental causal studies
    • Dehejia R, Wahba S (2002) Propensity score matching methods for non-experimental causal studies. Rev Econ Stat 84(1): 151-161.
    • (2002) Rev Econ Stat , vol.84 , Issue.1 , pp. 151-161
    • Dehejia, R.1    Wahba, S.2
  • 12
    • 12144290088 scopus 로고    scopus 로고
    • Finite sample properties of propensity-score matching and weighting estimators
    • Frölich M (2004) Finite sample properties of propensity-score matching and weighting estimators. Rev Econ Stat 86(1): 77-90.
    • (2004) Rev Econ Stat , vol.86 , Issue.1 , pp. 77-90
    • Frölich, M.1
  • 13
    • 21644482489 scopus 로고    scopus 로고
    • Matching estimators and optimal bandwidth choice
    • Frölich M (2005) Matching estimators and optimal bandwidth choice. Stat Comput 15(3): 197-215.
    • (2005) Stat Comput , vol.15 , Issue.3 , pp. 197-215
    • Frölich, M.1
  • 14
    • 84872672260 scopus 로고    scopus 로고
    • Bandwidth selection and the estimation of treatment effects with non-experimental data
    • Galdo J, Smith JA, Black D (2008) Bandwidth selection and the estimation of treatment effects with non-experimental data. Ann Econ Stat 91-92: 189-216.
    • (2008) Ann Econ Stat , vol.91-92 , pp. 189-216
    • Galdo, J.1    Smith, J.A.2    Black, D.3
  • 15
    • 43949152886 scopus 로고
    • Global optimization of statistical functions with simulated annealing
    • Goffe W, Ferrier GD, Rogers J (1994) Global optimization of statistical functions with simulated annealing. J Econ 60(1/2): 65-101.
    • (1994) J Econ , vol.60 , Issue.1-2 , pp. 65-101
    • Goffe, W.1    Ferrier, G.D.2    Rogers, J.3
  • 16
    • 0034860536 scopus 로고    scopus 로고
    • Heterogeneity, microdata and the evaluation of public policy: nobel lecture
    • Heckman JJ (2001) Heterogeneity, microdata and the evaluation of public policy: nobel lecture. J Polit Econ 109(4): 673-748.
    • (2001) J Polit Econ , vol.109 , Issue.4 , pp. 673-748
    • Heckman, J.J.1
  • 17
    • 84950420463 scopus 로고
    • Choosing among alternative non-experimental methods for estimating the impact of social programs: the case of manpower training
    • Heckman JJ, Hotz JV (1989) Choosing among alternative non-experimental methods for estimating the impact of social programs: the case of manpower training. J Am Stat Assoc 84(408): 862-880.
    • (1989) J Am Stat Assoc , vol.84 , Issue.408 , pp. 862-880
    • Heckman, J.J.1    Hotz, J.V.2
  • 18
    • 67650697039 scopus 로고    scopus 로고
    • A note on adapting propensity score matching and selection models to choice-based samples
    • Heckman JJ, Todd P (2009) A note on adapting propensity score matching and selection models to choice-based samples. Econ J 12(1): S230-S234.
    • (2009) Econ J , vol.12 , Issue.1
    • Heckman, J.J.1    Todd, P.2
  • 19
    • 0346856929 scopus 로고    scopus 로고
    • Characterizing selection bias using experimental data
    • Heckman JJ, Ichimura H, Smith J, Todd P (1998) Characterizing selection bias using experimental data. Econometrica 66(5): 1017-1098.
    • (1998) Econometrica , vol.66 , Issue.5 , pp. 1017-1098
    • Heckman, J.J.1    Ichimura, H.2    Smith, J.3    Todd, P.4
  • 20
    • 0141495120 scopus 로고    scopus 로고
    • Efficient estimation of average treatment effects using the estimated propensity score
    • Hirano K, Imbens GW, Ridder G (2003) Efficient estimation of average treatment effects using the estimated propensity score. Econometrica 71(4): 1161-1189.
    • (2003) Econometrica , vol.71 , Issue.4 , pp. 1161-1189
    • Hirano, K.1    Imbens, G.W.2    Ridder, G.3
  • 21
    • 34249885738 scopus 로고    scopus 로고
    • Matching as nonparametric preprocessing for reducing model dependence in parametric causal inference
    • Ho DE, Imai K, King G, Stuart EA (2007) Matching as nonparametric preprocessing for reducing model dependence in parametric causal inference. Polit Anal 15(3): 199-236.
    • (2007) Polit Anal , vol.15 , Issue.3 , pp. 199-236
    • Ho, D.E.1    Imai, K.2    King, G.3    Stuart, E.A.4
  • 22
    • 0000444966 scopus 로고
    • A smoothed maximum score estimator for the binary response model
    • Horowitz J (1992) A smoothed maximum score estimator for the binary response model. Econometrica 60(3): 505-531.
    • (1992) Econometrica , vol.60 , Issue.3 , pp. 505-531
    • Horowitz, J.1
  • 23
    • 0041193376 scopus 로고
    • Semiparametric and nonparametric estimation of quantal response models
    • G. S. Maddala and H. D. Vinod (Eds.), Amsterdam: North-Holland
    • Horowitz J (1993) Semiparametric and nonparametric estimation of quantal response models. In: Maddala GS, Vinod HD (eds) Handbook of statistics. North-Holland, Amsterdam.
    • (1993) Handbook of Statistics
    • Horowitz, J.1
  • 24
    • 13644264775 scopus 로고    scopus 로고
    • Application of a propensity score approach for risk adjustment in profiling multiple physician groups on asthma care
    • Huang I-C, Frangakis C, Dominici F, Diette GB, Wu AW (2005) Application of a propensity score approach for risk adjustment in profiling multiple physician groups on asthma care. Health Serv Res 40(1): 253-278.
    • (2005) Health Serv Res , vol.40 , Issue.1 , pp. 253-278
    • Huang, I.-C.1    Frangakis, C.2    Dominici, F.3    Diette, G.B.4    Wu, A.W.5
  • 25
    • 0003187405 scopus 로고
    • Semiparametric least squares (SLS) and weighted SLS estimation of single-index models
    • Ichimura H (1993) Semiparametric least squares (SLS) and weighted SLS estimation of single-index models. J Econ 58(1-2): 71-120.
    • (1993) J Econ , vol.58 , Issue.1-2 , pp. 71-120
    • Ichimura, H.1
  • 26
    • 64849098992 scopus 로고    scopus 로고
    • Asymptotic expansions for some semiparametric program evaluation estimators
    • D. W. K. Andrews and J. Stock (Eds.), Cambridge: Cambridge University Press
    • Ichimura H, Linton O (2005) Asymptotic expansions for some semiparametric program evaluation estimators. In: Andrews DWK, Stock J (eds) Identification and inference for econometric models: essays in honor of Thomas Rothenberg. Cambridge University Press, Cambridge, pp 149-170.
    • (2005) Identification and Inference for Econometric Models: Essays in Honor of Thomas Rothenberg , pp. 149-170
    • Ichimura, H.1    Linton, O.2
  • 27
    • 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. Rev Econ Stat 86(1): 4-29.
    • (2004) Rev Econ Stat , vol.86 , Issue.1 , pp. 4-29
    • Imbens, G.1
  • 29
    • 78650064276 scopus 로고    scopus 로고
    • Irregular identification, support conditions, and inverse weight estimation
    • Khan S, Tamer E (2010) Irregular identification, support conditions, and inverse weight estimation. Econometrica 6(6): 2021-2042.
    • (2010) Econometrica , vol.6 , Issue.6 , pp. 2021-2042
    • Khan, S.1    Tamer, E.2
  • 30
    • 0001315354 scopus 로고
    • Cube root asymptotics
    • Kim J, Pollard D (1990) Cube root asymptotics. Ann Stat 18: 191-219.
    • (1990) Ann Stat , vol.18 , pp. 191-219
    • Kim, J.1    Pollard, D.2
  • 31
    • 0001488581 scopus 로고
    • An efficient semiparametric estimator for discrete choice models
    • Klein R, Spady R (1993) An efficient semiparametric estimator for discrete choice models. Econometrica 61(2): 387-422.
    • (1993) Econometrica , vol.61 , Issue.2 , pp. 387-422
    • Klein, R.1    Spady, R.2
  • 33
    • 33646407294 scopus 로고    scopus 로고
    • Smoothed binary quantile regressions
    • Kordas G (2006) Smoothed binary quantile regressions. J Appl Econ 21(3): 387-407.
    • (2006) J Appl Econ , vol.21 , Issue.3 , pp. 387-407
    • Kordas, G.1
  • 34
    • 0001093804 scopus 로고
    • Evaluating the econometric evaluations of training programs
    • LaLonde R (1986) Evaluating the econometric evaluations of training programs. Am Econ Rev 76(4): 604-620.
    • (1986) Am Econ Rev , vol.76 , Issue.4 , pp. 604-620
    • LaLonde, R.1
  • 35
    • 0001243786 scopus 로고
    • Testing logit models in practice
    • Lechner M (1991) Testing logit models in practice. Empir Econ 16(1): 171-182.
    • (1991) Empir Econ , vol.16 , Issue.1 , pp. 171-182
    • Lechner, M.1
  • 36
    • 84872669651 scopus 로고    scopus 로고
    • Propensity score matching and variations on the balancing test
    • doi: 10. 1007/s00181-011-0481-0
    • Lee W-S (2011) Propensity score matching and variations on the balancing test. Empir Econ. doi: 10. 1007/s00181-011-0481-0.
    • (2011) Empir Econ
    • Lee, W.-S.1
  • 38
    • 4444230264 scopus 로고    scopus 로고
    • Stratification and weighting via the propensity score in estimation of causal treatment effects: a comparative study
    • Lunceford JK, Davidian M (2004) Stratification and weighting via the propensity score in estimation of causal treatment effects: a comparative study. Stat Med 23(19): 2937-2960.
    • (2004) Stat Med , vol.23 , Issue.19 , pp. 2937-2960
    • Lunceford, J.K.1    Davidian, M.2
  • 39
    • 49549144751 scopus 로고
    • Maximum score estimation of the stochastic utility model of choice
    • Manski CF (1975) Maximum score estimation of the stochastic utility model of choice. J Econ 3(3): 205-228.
    • (1975) J Econ , vol.3 , Issue.3 , pp. 205-228
    • Manski, C.F.1
  • 40
    • 0000305992 scopus 로고
    • Semiparametric analysis of discrete response: asymptotic properties of the maximum score estimator
    • Manski CF (1985) Semiparametric analysis of discrete response: asymptotic properties of the maximum score estimator. J Econ 27(3): 313-333.
    • (1985) J Econ , vol.27 , Issue.3 , pp. 313-333
    • Manski, C.F.1
  • 41
    • 46149128192 scopus 로고
    • Operational characteristics of maximum score estimation
    • Manski CF, Thompson TS (1986) Operational characteristics of maximum score estimation. J Econ 32(1): 85-108.
    • (1986) J Econ , vol.32 , Issue.1 , pp. 85-108
    • Manski, C.F.1    Thompson, T.S.2
  • 43
    • 77950635516 scopus 로고    scopus 로고
    • On the specification of propensity scores: with applications to the analysis of trade policies
    • Millimet D, Tchernis R (2008) On the specification of propensity scores: with applications to the analysis of trade policies. J Bus Econ Stat 27(3): 397-415.
    • (2008) J Bus Econ Stat , vol.27 , Issue.3 , pp. 397-415
    • Millimet, D.1    Tchernis, R.2
  • 44
    • 0000729681 scopus 로고
    • Least absolute deviations estimation for the censored regression model
    • Powell J (1984) Least absolute deviations estimation for the censored regression model. J Econ 25(3): 303-325.
    • (1984) J Econ , vol.25 , Issue.3 , pp. 303-325
    • Powell, J.1
  • 45
    • 38249039685 scopus 로고
    • Censored regression quantiles
    • Powell J (1986) Censored regression quantiles. J Econ 32(1): 143-155.
    • (1986) J Econ , vol.32 , Issue.1 , pp. 143-155
    • Powell, J.1
  • 46
    • 77951622706 scopus 로고
    • The central role of the propensity score in observational studies for causal effects
    • Rosenbaum P, Rubin DB (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.1    Rubin, D.B.2
  • 47
    • 84949193513 scopus 로고
    • Reducing bias in observational studies using subclassification on the propensity score
    • Rosenbaum P, Rubin DB (1984) Reducing bias in observational studies using subclassification on the propensity score. J Am Stat Assoc 79(387): 516-524.
    • (1984) J Am Stat Assoc , vol.79 , Issue.387 , pp. 516-524
    • Rosenbaum, P.1    Rubin, D.B.2
  • 48
    • 84945581878 scopus 로고
    • Constructing a control group using multivariate matched sampling methods that incorporate the propensity score
    • Rosenbaum P, Rubin DB (1985) Constructing a control group using multivariate matched sampling methods that incorporate the propensity score. Am Stat 39(1): 33-38.
    • (1985) Am Stat , vol.39 , Issue.1 , pp. 33-38
    • Rosenbaum, P.1    Rubin, D.B.2
  • 49
    • 10044222268 scopus 로고    scopus 로고
    • Does matching overcome Lalonde's critique of non-experimental estimators
    • Smith J, Todd P (2005a) Does matching overcome Lalonde's critique of non-experimental estimators. J Econ 125(1-2): 305-353.
    • (2005) J Econ , vol.125 , Issue.1-2 , pp. 305-353
    • Smith, J.1    Todd, P.2
  • 50
    • 10044272356 scopus 로고    scopus 로고
    • Rejoinder to does matching overcome Lalonde's critique of non-experimental estimators
    • Smith J, Todd P (2005b) Rejoinder to does matching overcome Lalonde's critique of non-experimental estimators. J Econ 125(1-2): 365-375.
    • (2005) J Econ , vol.125 , Issue.1-2 , pp. 365-375
    • Smith, J.1    Todd, P.2
  • 51
    • 67349200601 scopus 로고    scopus 로고
    • A specification test for the propensity score using its distribution conditional on participation
    • Shaikh AM, Simonsen M, Vytlacil E, Yildiz N (2009) A specification test for the propensity score using its distribution conditional on participation. J Econ 151(1): 33-46.
    • (2009) J Econ , vol.151 , Issue.1 , pp. 33-46
    • Shaikh, A.M.1    Simonsen, M.2    Vytlacil, E.3    Yildiz, N.4
  • 53
    • 39049122731 scopus 로고    scopus 로고
    • Sensitivity of propensity score methods to the specifications
    • Zhao Z (2008) Sensitivity of propensity score methods to the specifications. Econ Lett 98(3): 309-319.
    • (2008) Econ Lett , vol.98 , Issue.3 , pp. 309-319
    • Zhao, Z.1


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