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Volumn 11, Issue 3-4, 2011, Pages 95-114

Extending iterative matching methods: An approach to improving covariate balance that allows prioritisation

Author keywords

Balance measure; Mahalanobis distance; Matching; Propensity score; Right heart catheterisation

Indexed keywords

ANALYSIS OF COVARIANCE; ARTICLE; COMPARATIVE EFFECTIVENESS; CONTROLLED STUDY; DATA ANALYSIS; GENETIC MATCHING; INTERMETHOD COMPARISON; MATHEMATICAL COMPUTING; PRIORITY JOURNAL; PROPENSITY SCORE; STATISTICAL CONCEPTS; STATISTICAL DISTRIBUTION;

EID: 83555168314     PISSN: 13873741     EISSN: 15729400     Source Type: Journal    
DOI: 10.1007/s10742-011-0075-5     Document Type: Article
Times cited : (18)

References (33)
  • 1
    • 0036489059 scopus 로고    scopus 로고
    • Bootstrap tests for distributional treatment effects in instrumental variables models
    • 10.1198/016214502753479419
    • A. Abadie 2002 Bootstrap tests for distributional treatment effects in instrumental variables models J. Am. Stat. Assoc. 97 284 292 10.1198/016214502753479419
    • (2002) J. Am. Stat. Assoc. , vol.97 , pp. 284-292
    • Abadie, A.1
  • 2
    • 33645024678 scopus 로고    scopus 로고
    • Large sample properties of matching estimators for average treatment effects
    • DOI 10.1111/j.1468-0262.2006.00655.x
    • A. Abadie G.W. Imbens 2006 Large sample properties of matching estimators for average treatment effects Econometrica 74 235 267 10.1111/j.1468-0262.2006. 00655.x (Pubitemid 43417686)
    • (2006) Econometrica , vol.74 , Issue.1 , pp. 235-267
    • Abadie, A.1    Imbens, G.W.2
  • 3
    • 44649173785 scopus 로고    scopus 로고
    • A critical appraisal of propensity-score matching in the medical literature between 1996 and 2003
    • DOI 10.1002/sim.3150
    • P.C. Austin 2008 A critical appraisal of propensity-score matching in the medical literature between 1996 and 2003 Stat. Med. 27 2037 2049 18038446 10.1002/sim.3150 (Pubitemid 351772300)
    • (2008) Statistics in Medicine , vol.27 , Issue.12 , pp. 2037-2049
    • Austin, P.C.1
  • 4
    • 70449365700 scopus 로고    scopus 로고
    • Balance diagnostics for comparing the distribution of baseline covariates between treatment groups in propensity-score matched samples
    • 19757444 10.1002/sim.3697
    • P.C. Austin 2009 Balance diagnostics for comparing the distribution of baseline covariates between treatment groups in propensity-score matched samples Stat. Med. 28 3083 3107 19757444 10.1002/sim.3697
    • (2009) Stat. Med. , vol.28 , pp. 3083-3107
    • Austin, P.C.1
  • 5
    • 33846842327 scopus 로고    scopus 로고
    • A comparison of the ability of different propensity score models to balance measured variables between treated and untreated subjects: A Monte Carlo study
    • DOI 10.1002/sim.2580
    • P.C. Austin P. Grootendorst G.M. Anderson 2007 A comparison of the ability of different propensity score models to balance measured variables between treated and untreated subjects: a Monte Carlo study Stat. Med. 26 734 753 16708349 10.1002/sim.2580 (Pubitemid 46206593)
    • (2007) Statistics in Medicine , vol.26 , Issue.4 , pp. 734-753
    • Austin, P.C.1    Grootendorst, P.2    Anderson, G.M.3
  • 8
    • 0000057576 scopus 로고
    • Controlling bias in observational studies: A review
    • W.G. Cochran D.B. Rubin 1973 Controlling bias in observational studies: a review Sankhyā Indian J. Stat. A 35 417 446
    • (1973) Sankhyā Indian J. Stat. A , vol.35 , pp. 417-446
    • Cochran, W.G.1    Rubin, D.B.2
  • 10
    • 0002384709 scopus 로고
    • Conditional independence in statistical theory
    • A.P. Dawid 1979 Conditional independence in statistical theory J. R. Stat. Soc B 41 1 31
    • (1979) J. R. Stat. Soc B , vol.41 , pp. 1-31
    • Dawid, A.P.1
  • 11
    • 84855343958 scopus 로고    scopus 로고
    • Genetic matching for estimating causal effects: A general multivariate matching method for achieving balance in observational studies
    • working paper available from
    • Diamond, A., Sekhon, J.: Genetic matching for estimating causal effects: a general multivariate matching method for achieving balance in observational studies. In progress (2010); working paper available from http://sekhon. berkeley.edu/papers/GenMatch.pdf
    • (2010) Progress
    • Diamond, A.1    Sekhon, J.2
  • 12
    • 0027717184 scopus 로고
    • Effects of misspecification of the propensity score on estimators of treatment effect
    • C. Drake 1993 Effects of misspecification of the propensity score on estimators of treatment effect Biometrics 49 1231 1236 10.2307/2532266 (Pubitemid 24045302)
    • (1993) Biometrics , vol.49 , Issue.4 , pp. 1231-1236
    • Drake, C.1
  • 13
    • 34247624571 scopus 로고    scopus 로고
    • Use of a matching algorithm to evaluate hospital coronary artery bypass grafting performance as an alternative to conventional risk adjustment
    • 17496712 10.1097/01.mlr.0000252225.26917.91
    • L.G. Glance T.M. Osler D.B. Mukamel A.W. Dick 2007 Use of a matching algorithm to evaluate hospital coronary artery bypass grafting performance as an alternative to conventional risk adjustment Med. Care 45 292 299 17496712 10.1097/01.mlr.0000252225.26917.91
    • (2007) Med. Care , vol.45 , pp. 292-299
    • Glance, L.G.1    Osler, T.M.2    Mukamel, D.B.3    Dick, A.W.4
  • 14
    • 35948995701 scopus 로고    scopus 로고
    • A review of instrumental variables estimation of treatment effects in the applied health sciences
    • DOI 10.1007/s10742-007-0023-6
    • P. Grootendorst 2007 A review of instrumental variables estimation of treatment effects in the applied health sciences Health Serv. Outcome Res. Methodol. 7 159 179 10.1007/s10742-007-0023-6 (Pubitemid 350064633)
    • (2007) Health Services and Outcomes Research Methodology , vol.7 , Issue.3-4 , pp. 159-179
    • Grootendorst, P.1
  • 15
    • 44849091245 scopus 로고    scopus 로고
    • The prognostic analogue of the propensity score
    • DOI 10.1093/biomet/asn004
    • B.B. Hansen 2008 The prognostic analogue of the propensity score Biometrika 95 481 488 10.1093/biomet/asn004 (Pubitemid 351797222)
    • (2008) Biometrika , vol.95 , Issue.2 , pp. 481-488
    • Hansen, B.B.1
  • 16
    • 50849129626 scopus 로고    scopus 로고
    • Covariate balance in simple, stratified and clustered comparative studies
    • 10.1214/08-STS254
    • B.B. Hansen J. Bowers 2008 Covariate balance in simple, stratified and clustered comparative studies Stat. Sci. 23 219 236 10.1214/08-STS254
    • (2008) Stat. Sci. , vol.23 , pp. 219-236
    • Hansen, B.B.1    Bowers, J.2
  • 17
    • 23444461703 scopus 로고    scopus 로고
    • Assessment of the clinical effectiveness of pulmonary artery catheters in management of patients in intensive care (PAC-Man): A randomised controlled trial
    • DOI 10.1016/S0140-6736(05)67061-4, PII S0140673605670614
    • S. Harvey D.A. Harrison M. Singer J. Ashcroft C.M. Jones D. Elbourne W. Brampton D. Williams D. Young K. Rowan 2005 Assessment of the effectiveness of pulmonary artery catheters in management of patients in intensive care (PAC-Man): a randomised controlled trial Lancet 366 472 477 16084255 10.1016/S0140-6736(05)67061-4 (Pubitemid 41111695)
    • (2005) Lancet , vol.366 , Issue.9484 , pp. 472-477
    • Harvey, S.1    Harrison, D.A.2    Singer, M.3    Ashcroft, J.4    Jones, C.M.5    Elbourne, D.6    Brampton, W.7    Williams, D.8    Young, D.9    Rowan, K.10
  • 18
    • 72149116440 scopus 로고    scopus 로고
    • Comparative effectiveness research
    • 10.1177/0272989X09354035
    • M. Helfand 2009 Comparative effectiveness research Med. Decis. Mak. 29 641 10.1177/0272989X09354035
    • (2009) Med. Decis. Mak. , vol.29 , pp. 641
    • Helfand, M.1
  • 19
    • 33745588280 scopus 로고    scopus 로고
    • Interval estimation for treatment effects using propensity score matching
    • DOI 10.1002/sim.2277
    • J. Hill J.P. Reiter 2006 Interval estimation for treatment effects using propensity score matching Stat. Med. 25 2230 2256 16220488 10.1002/sim.2277 (Pubitemid 43985456)
    • (2006) Statistics in Medicine , vol.25 , Issue.13 , pp. 2230-2256
    • Hill, J.1    Reiter, J.P.2
  • 20
    • 0035761721 scopus 로고    scopus 로고
    • Estimation of causal effects using propensity score weighting: An application to data on right heart catheterization
    • 10.1023/A:1020371312283
    • K. Hirano G.W. Imbens 2001 Estimation of causal effects using propensity score weighting: an application to data on right heart catheterization Health Serv. Outcome Res. Methodol. 2 259 278 10.1023/A:1020371312283
    • (2001) Health Serv. Outcome Res. Methodol. , vol.2 , pp. 259-278
    • Hirano, K.1    Imbens, G.W.2
  • 21
    • 34249885738 scopus 로고    scopus 로고
    • Matching as nonparametric preprocessing for reducing model dependence in parametric causal inference
    • 10.1093/pan/mpl013
    • D. Ho K. Imai G. King E.A. Stuart 2007 Matching as nonparametric preprocessing for reducing model dependence in parametric causal inference Political Anal. 15 199 236 10.1093/pan/mpl013
    • (2007) Political Anal. , vol.15 , pp. 199-236
    • Ho, D.1    Imai, K.2    King, G.3    Stuart, E.A.4
  • 22
    • 40549104115 scopus 로고    scopus 로고
    • Misunderstandings between experimentalists and observationalists about causal inference
    • 10.1111/j.1467-985X.2007.00527.x
    • K. Imai G. King E.A. Stuart 2008 Misunderstandings between experimentalists and observationalists about causal inference J. R. Stat. Soc. A 171 481 502 10.1111/j.1467-985X.2007.00527.x
    • (2008) J. R. Stat. Soc. A , vol.171 , pp. 481-502
    • Imai, K.1    King, G.2    Stuart, E.A.3
  • 23
    • 83555164172 scopus 로고    scopus 로고
    • ICPSR version. George Washington University [producer], Washington, DC, 2000. Inter-university Consortium for Political and Social Research [distributor], Ann Arbor, MI, 2001 (1997). doi: 10.3886/ICPSR02957
    • Knaus, W., Lynn, J.: Study to understand prognoses and preferences for outcomes and risks of treatment (SUPPORT) 1989-1997 [Computer file]. ICPSR version. George Washington University [producer], Washington, DC, 2000. Inter-university Consortium for Political and Social Research [distributor], Ann Arbor, MI, 2001 (1997). doi: 10.3886/ICPSR02957
    • Study to Understand Prognoses and Preferences for Outcomes and Risks of Treatment (SUPPORT) 1989-1997 [Computer File]
    • Knaus, W.1    Lynn, J.2
  • 24
    • 0001093804 scopus 로고
    • Evaluating the econometric evaluations of training programs with experimental data
    • R. Lalonde 1986 Evaluating the econometric evaluations of training programs with experimental data Am. Econ. Rev. 76 604 620
    • (1986) Am. Econ. Rev. , vol.76 , pp. 604-620
    • Lalonde, R.1
  • 25
    • 72149108724 scopus 로고    scopus 로고
    • Comparative effectiveness research through the looking glass
    • 10.1177/0272989X09351590
    • A. Levy B. Harrigan K. Johnston A. Briggs 2009 Comparative effectiveness research through the looking glass Med. Decis. Mak. 29 N6 8 10.1177/ 0272989X09351590
    • (2009) Med. Decis. Mak. , vol.29 , pp. 6-8
    • Levy, A.1    Harrigan, B.2    Johnston, K.3    Briggs, A.4
  • 26
    • 77956888769 scopus 로고
    • Causal diagrams for empirical research
    • 10.1093/biomet/82.4.669
    • J. Pearl 1995 Causal diagrams for empirical research Biometrika 82 669 710 10.1093/biomet/82.4.669
    • (1995) Biometrika , vol.82 , pp. 669-710
    • Pearl, J.1
  • 28
    • 77951622706 scopus 로고
    • The central role of the propensity score in observational studies for causal effects
    • 10.1093/biomet/70.1.41
    • P. Rosenbaum D. Rubin 1983 The central role of the propensity score in observational studies for causal effects Biometrika 70 410 55 10.1093/biomet/70.1.41
    • (1983) Biometrika , vol.70 , pp. 410-55
    • Rosenbaum, P.1    Rubin, D.2
  • 29
    • 84949193513 scopus 로고
    • Reducing bias in observational studies using subclassification on the propensity score
    • 10.2307/2288398
    • P. Rosenbaum D.B. Rubin 1984 Reducing bias in observational studies using subclassification on the propensity score J. Am. Stat. Assoc. 79 516 524 10.2307/2288398
    • (1984) J. Am. Stat. Assoc. , vol.79 , pp. 516-524
    • Rosenbaum, P.1    Rubin, D.B.2
  • 30
    • 84945581878 scopus 로고
    • Constructing a control group using multivariate matched sampling methods that incorporate the propensity score
    • 10.2307/2683903
    • P.R. Rosenbaum D.B. Rubin 1985 Constructing a control group using multivariate matched sampling methods that incorporate the propensity score Am. Stat. 39 33 38 10.2307/2683903
    • (1985) Am. Stat. , vol.39 , pp. 33-38
    • Rosenbaum, P.R.1    Rubin, D.B.2
  • 31
    • 0017295346 scopus 로고
    • Multivariate matching methods that are equal percent bias reducing, I: Some examples
    • 10.2307/2529342
    • D.B. Rubin 1976 Multivariate matching methods that are equal percent bias reducing, I: some examples Biometrics 32 109 120 10.2307/2529342
    • (1976) Biometrics , vol.32 , pp. 109-120
    • Rubin, D.B.1
  • 32
    • 33846253571 scopus 로고    scopus 로고
    • The design versus the analysis of observational studies for causal effects: Parallels with the design of randomized trials
    • DOI 10.1002/sim.2739
    • D.B. Rubin 2007 The design versus the analysis of observational studies for causal effects: parallels with the design of randomized trials Stat. Med. 26 20 36 17072897 10.1002/sim.2739 (Pubitemid 46099415)
    • (2007) Statistics in Medicine , vol.26 , Issue.1 , pp. 20-36
    • Rubin, D.B.1
  • 33
    • 79961226937 scopus 로고    scopus 로고
    • Multivariate and propensity score matching software with automated balance optimization: The matching package for R
    • J.S. Sekhon 2011 Multivariate and propensity score matching software with automated balance optimization: the matching package for R J. Stat. Softw. 42 1 52
    • (2011) J. Stat. Softw. , vol.42 , pp. 1-52
    • Sekhon, J.S.1


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