메뉴 건너뛰기




Volumn 17, Issue 1, 2012, Pages 44-60

Marginal mean weighting through stratification: A generalized method for evaluating multivalued and multiple treatments with nonexperimental data

Author keywords

Analysis of variance; Causal inference; Potential outcomes; Propensity score

Indexed keywords

ANALYSIS OF VARIANCE; ARTICLE; CHILD; EPIDEMIOLOGY; HEALTH CARE QUALITY; HUMAN; LEARNING; LINGUISTICS; LONGITUDINAL STUDY; METHODOLOGY; NONPARAMETRIC TEST; PROPENSITY SCORE; RANDOMIZED CONTROLLED TRIAL (TOPIC); STATISTICAL ANALYSIS; STATISTICAL MODEL; STATISTICS; THEORETICAL MODEL;

EID: 84863834159     PISSN: 1082989X     EISSN: None     Source Type: Journal    
DOI: 10.1037/a0024918     Document Type: Article
Times cited : (78)

References (50)
  • 2
    • 84874383318 scopus 로고    scopus 로고
    • Formalizing variable selection in propensity score methods [Abstract]
    • doi:10.1093/aje/kwp124
    • Arah, O. A. (2009). Formalizing variable selection in propensity score methods [Abstract]. American Journal of Epidemiology, 169, S112. doi:10.1093/aje/kwp124
    • (2009) American Journal of Epidemiology , vol.169
    • Arah, O.A.1
  • 3
    • 77958600686 scopus 로고    scopus 로고
    • Optimal caliper widths for propensity-score matching when estimating differences in means and differences in proportions in observational studies
    • doi: 10.1002/pst.433
    • Austin, P. C. (2011). Optimal caliper widths for propensity-score matching when estimating differences in means and differences in proportions in observational studies. Pharmaceutical Statistics, 10, 150-161. doi: 10.1002/pst.433
    • (2011) Pharmaceutical Statistics , vol.10 , pp. 150-161
    • Austin, P.C.1
  • 5
    • 71649113593 scopus 로고    scopus 로고
    • Impact of real-world ziprasidone dosing on treatment discontinuation rates in patients with schizophrenia or bipolar disorder
    • doi:10.1016/ j.schres.2009.09.023
    • Citrome, L., Reist, C., Palmer, L., Montejano, L. B., Lenhart, G., Cuffel, B.,... Sanders, K. N. (2009). Impact of real-world ziprasidone dosing on treatment discontinuation rates in patients with schizophrenia or bipolar disorder. Schizophrenia Research, 115, 115-120. doi:10.1016/ j.schres.2009.09.023
    • (2009) Schizophrenia Research , vol.115 , pp. 115-120
    • Citrome, L.1    Reist, C.2    Palmer, L.3    Montejano, L.B.4    Lenhart, G.5    Cuffel, B.6    Sanders, K.N.7
  • 6
    • 0000904703 scopus 로고
    • Analysis of covariance: Its nature and uses
    • doi:10.2307/2527916
    • Cochran, W. G. (1957). Analysis of covariance: Its nature and uses. Biometrics, 13, 261-281. doi:10.2307/2527916
    • (1957) Biometrics , vol.13 , pp. 261-281
    • Cochran, W.G.1
  • 7
    • 0014297593 scopus 로고
    • The effectiveness of adjustment by subclassifica- tion in removing bias in observational studies
    • doi:10.2307/2528036
    • Cochran, W. G. (1968). The effectiveness of adjustment by subclassifica- tion in removing bias in observational studies. Biometrics, 24, 295-313. doi:10.2307/2528036
    • (1968) Biometrics , vol.24 , pp. 295-313
    • Cochran, W.G.1
  • 9
    • 2242479444 scopus 로고    scopus 로고
    • Estimating and using propensity scores with partially missing data
    • doi:10.2307/2669455
    • D'Agostino, R. B., Jr., & Rubin, D. B. (2000). Estimating and using propensity scores with partially missing data. Journal of the American Statistical Association, 95, 749-759. doi:10.2307/2669455
    • (2000) Journal of the American Statistical Association , vol.95 , pp. 749-759
    • D'Agostino Jr., R.B.1    Rubin, D.B.2
  • 10
    • 0027717184 scopus 로고
    • Effects of misspecification of the propensity score on estimators of treatment effects
    • doi:10.2307/ 2532266
    • Drake, C. (1993). Effects of misspecification of the propensity score on estimators of treatment effects. Biometrics, 49, 1231-1236. doi:10.2307/ 2532266
    • (1993) Biometrics , vol.49 , pp. 1231-1236
    • Drake, C.1
  • 11
    • 44849091245 scopus 로고    scopus 로고
    • The prognostic analogue of the propensity score
    • doi:10.1093/biomet/asn004
    • Hansen, B. B. (2008). The prognostic analogue of the propensity score. Biometrika, 95, 481-488. doi:10.1093/biomet/asn004
    • (2008) Biometrika , vol.95 , pp. 481-488
    • Hansen, B.B.1
  • 14
    • 28744455406 scopus 로고    scopus 로고
    • Maternal employment and child development: A fresh look using newer methods
    • doi:10.1037/0012-1649.41 .6.833
    • Hill, J. L., Waldfogel, J., Brooks-Gunn, J., & Han, W.-J. (2005). Maternal employment and child development: A fresh look using newer methods. Developmental Psychology, 41, 833-850. doi:10.1037/0012-1649.41 .6.833
    • (2005) Developmental Psychology , vol.41 , pp. 833-850
    • Hill, J.L.1    Waldfogel, J.2    Brooks-Gunn, J.3    Han, W.-J.4
  • 17
    • 79959506759 scopus 로고    scopus 로고
    • Marginal mean weighting through stratification: Ad- justment for selection bias in multi-level data
    • doi:10.3102/ 1076998609359785
    • Hong, G. (2010a). Marginal mean weighting through stratification: Ad- justment for selection bias in multi-level data. Journal of Educational and Behavioral Statistics, 35, 499-531. doi:10.3102/ 1076998609359785
    • (2010) Journal of Educational and Behavioral Statistics , vol.35 , pp. 499-531
    • Hong, G.1
  • 18
    • 84863838679 scopus 로고    scopus 로고
    • Ratio of mediator probability weighting for estimating natural direct and indirect effects
    • Alexandria, VA: American Statistical Association
    • Hong, G. (2010b). Ratio of mediator probability weighting for estimating natural direct and indirect effects. In 2010 proceedings of the American Statistical Association, Biometrics Section (pp. 2401-2415). Alexandria, VA: American Statistical Association.
    • (2010) 2010 proceedings of the American Statistical Association, Biometrics Section , pp. 2401-2415
    • Hong, G.1
  • 19
    • 70349469688 scopus 로고    scopus 로고
    • Reading instruction time and homogeneous grouping in kindergarten: An application of marginal mean weighting through stratification
    • doi:10.3102/0162373708328259
    • Hong, G., & Hong, Y. (2009). Reading instruction time and homogeneous grouping in kindergarten: An application of marginal mean weighting through stratification. Educational Evaluation and Policy Analysis, 31, 54-81. doi:10.3102/0162373708328259
    • (2009) Educational Evaluation and Policy Analysis , vol.31 , pp. 54-81
    • Hong, G.1    Hong, Y.2
  • 20
    • 51849121101 scopus 로고    scopus 로고
    • Causal inference for time-varying instructional treatments
    • doi:10.3102/1076998607307355
    • Hong, G., & Raudenbush, S. W. (2008). Causal inference for time-varying instructional treatments. Journal of Educational and Behavioral Statis- tics, 33, 333-362. doi:10.3102/1076998607307355
    • (2008) Journal of Educational and Behavioral Statistics , vol.33 , pp. 333-362
    • Hong, G.1    Raudenbush, S.W.2
  • 21
    • 84947396376 scopus 로고
    • A generalization of sampling without replacement from a finite universe
    • doi:10.2307/2280784
    • Horvitz, D. G., & Thompson, D. J. (1952). A generalization of sampling without replacement from a finite universe. Journal of the American Statistical Association, 47, 663-685. doi:10.2307/2280784
    • (1952) Journal of the American Statistical Association , vol.47 , pp. 663-685
    • Horvitz, D.G.1    Thompson, D.J.2
  • 22
    • 13644264775 scopus 로고    scopus 로고
    • Application of a propensity score approach for risk adjustment in profiling multiple physician groups on asthma care
    • doi:10.1111/j.1475-6773.2005.00352.x
    • Huang, I.-C., Frangakis, C., Dominici, F., Diette, G. B., & Wu, A. W. (2005). Application of a propensity score approach for risk adjustment in profiling multiple physician groups on asthma care. Health Services Research, 40, 253-278. doi:10.1111/j.1475-6773.2005.00352.x
    • (2005) Health Services Research , vol.40 , pp. 253-278
    • Huang, I.-C.1    Frangakis, C.2    Dominici, F.3    Diette, G.B.4    Wu, A.W.5
  • 23
    • 4944223958 scopus 로고    scopus 로고
    • Causal inference with general treatment regimes: Generalizing the propensity score
    • doi:10.1198/ 016214504000001187
    • Imai, K., & van Dyke, D. A. (2004). Causal inference with general treatment regimes: Generalizing the propensity score. Journal of the American Statistical Association, 99, 854-866. doi:10.1198/ 016214504000001187
    • (2004) Journal of the American Statistical Association , vol.99 , pp. 854-866
    • Imai, K.1    van Dyke, D.A.2
  • 24
    • 0000724291 scopus 로고    scopus 로고
    • The role of the propensity score in estimating dose-response functions
    • doi:10.1093/biomet/ 87.3.706
    • Imbens, G. W. (2000). The role of the propensity score in estimating dose-response functions. Biometrika, 87, 706-710. doi:10.1093/biomet/ 87.3.706
    • (2000) Biometrika , vol.87 , pp. 706-710
    • Imbens, G.W.1
  • 25
    • 1842429563 scopus 로고    scopus 로고
    • Nonparametric estimation of average treatment effects under exogeneity: A review
    • doi:10.1162/003465304323023651
    • Imbens, G. W. (2004). Nonparametric estimation of average treatment effects under exogeneity: A review. Review of Economics and Statistics, 86, 4-29. doi:10.1162/003465304323023651
    • (2004) Review of Economics and Statistics , vol.86 , pp. 4-29
    • Imbens, G.W.1
  • 29
    • 0033220493 scopus 로고    scopus 로고
    • Children's social and scholastic lives in kindergarten: Related spheres of influence?
    • doi:10.1111/1467-8624.00101
    • Ladd, G. W., Birch, S. H., & Buhs, E. S. (1999). Children's social and scholastic lives in kindergarten: Related spheres of influence? Child Development, 70, 1373-1400. doi:10.1111/1467-8624.00101
    • (1999) Child Development , vol.70 , pp. 1373-1400
    • Ladd, G.W.1    Birch, S.H.2    Buhs, E.S.3
  • 30
    • 0001899261 scopus 로고
    • Direct standardization: A tool for teaching linear models for unbalanced data
    • doi: 10.2307/2684091
    • Little, R. J. A. (1982a). Direct standardization: A tool for teaching linear models for unbalanced data. American Statistician, 36, 38-43. doi: 10.2307/2684091
    • (1982) American Statistician , vol.36 , pp. 38-43
    • Little, R.J.A.1
  • 31
    • 0000575549 scopus 로고
    • Models for nonresponse in sample surveys
    • doi:10.2307/ 2287227
    • Little, R. J. A. (1982b). Models for nonresponse in sample surveys. Journal of the American Statistical Association, 77, 237-250. doi:10.2307/ 2287227
    • (1982) Journal of the American Statistical Association , vol.77 , pp. 237-250
    • Little, R.J.A.1
  • 32
    • 84965656020 scopus 로고
    • The general linear model and direct standardization: A comparison
    • doi:10.1177/004912417900700407
    • Little, R. J. A., & Pullum, T. W. (1979). The general linear model and direct standardization: A comparison. Sociological Methods and Re- search, 7, 475-501. doi:10.1177/004912417900700407
    • (1979) Sociological Methods and Re- search , vol.7 , pp. 475-501
    • Little, R.J.A.1    Pullum, T.W.2
  • 34
    • 1542574381 scopus 로고    scopus 로고
    • Matching with doses in an observational study of a media campaign against drug abuse
    • doi: 10.1198/016214501753381896
    • Lu, B., Zanutto, E., Hornik, R., & Rosenbaum, P. R. (2001). Matching with doses in an observational study of a media campaign against drug abuse. Journal of the American Statistical Association, 96, 1245-1253. doi: 10.1198/016214501753381896
    • (2001) Journal of the American Statistical Association , vol.96 , pp. 1245-1253
    • Lu, B.1    Zanutto, E.2    Hornik, R.3    Rosenbaum, P.R.4
  • 35
    • 77951638859 scopus 로고    scopus 로고
    • The Hispanic-White achievement gap in math and reading in the elementary grades
    • doi:10.3102/0002831209333184
    • Reardon, S. F., & Galindo, C. (2009). The Hispanic-White achievement gap in math and reading in the elementary grades. American Educational Research Journal, 46, 853-891. doi:10.3102/0002831209333184
    • (2009) American Educational Research Journal , vol.46 , pp. 853-891
    • Reardon, S.F.1    Galindo, C.2
  • 36
    • 0003135327 scopus 로고    scopus 로고
    • Marginal structural models versus structural nested models as tools for causal inference
    • M. E. Halloran & D. Berry (Eds.), New York, NY: Springer
    • Robins, J. M. (1999). Marginal structural models versus structural nested models as tools for causal inference. In M. E. Halloran & D. Berry (Eds.), Statistical models in epidemiology, the environment, and clinical trials (pp. 95-134). New York, NY: Springer.
    • (1999) Statistical models in epidemiology, the environment, and clinical trials , pp. 95-134
    • Robins, J.M.1
  • 37
    • 45949108865 scopus 로고    scopus 로고
    • Evidence of a differential effect of ability grouping on the reading achievement growth of language-minority Hispanics
    • doi:10.3102/ 0162373708317742
    • Robinson, J. P. (2008). Evidence of a differential effect of ability grouping on the reading achievement growth of language-minority Hispanics. Educational Evaluation and Policy Analysis, 30, 141-180. doi:10.3102/ 0162373708317742
    • (2008) Educational Evaluation and Policy Analysis , vol.30 , pp. 141-180
    • Robinson, J.P.1
  • 39
    • 77951622706 scopus 로고
    • The central role of the propensity score in observational studies for causal effects
    • doi:10.1093/biomet/70.1.41
    • Rosenbaum, P. R., & Rubin, D. B. (1983). The central role of the propensity score in observational studies for causal effects. Biometrika, 70, 41-55. doi:10.1093/biomet/70.1.41
    • (1983) Biometrika , vol.70 , pp. 41-55
    • Rosenbaum, P.R.1    Rubin, D.B.2
  • 40
    • 84949193513 scopus 로고
    • Reducing bias in observational studies using subclassification on the propensity score
    • doi:10.2307/2288398
    • Rosenbaum, P. R., & Rubin, D. B. (1984). Reducing bias in observational studies using subclassification on the propensity score. Journal of the American Statistical Association, 79, 516-524. doi:10.2307/2288398
    • (1984) Journal of the American Statistical Association , vol.79 , pp. 516-524
    • Rosenbaum, P.R.1    Rubin, D.B.2
  • 41
    • 0002531157 scopus 로고
    • Bayesian inference for causal effects: The role of randomization
    • doi:10.1214/aos/ 1176344064
    • Rubin, D. B. (1978). Bayesian inference for causal effects: The role of randomization. Annals of Statistics, 6, 34-58. doi:10.1214/aos/ 1176344064
    • (1978) Annals of Statistics , vol.6 , pp. 34-58
    • Rubin, D.B.1
  • 42
    • 84950922994 scopus 로고
    • Statistics and causal inference: Comment: Which ifs have causal answers
    • doi:10.2307/2289065
    • Rubin, D. B. (1986). Statistics and causal inference: Comment: Which ifs have causal answers. Journal of the American Statistical Association, 81, 961-962. doi:10.2307/2289065
    • (1986) Journal of the American Statistical Association , vol.81 , pp. 961-962
    • Rubin, D.B.1
  • 43
    • 0030862072 scopus 로고    scopus 로고
    • Estimating causal effects from large data sets using propensity score
    • Rubin, D. B. (1997). Estimating causal effects from large data sets using propensity score. Annuals of Internal Medicine, 127, 757-763.
    • (1997) Annuals of Internal Medicine , vol.127 , pp. 757-763
    • Rubin, D.B.1
  • 44
    • 1542742319 scopus 로고    scopus 로고
    • Combining propensity score matching with additional adjustments for prognostic covariates
    • doi:10.2307/2669400
    • Rubin, D. B., & Thomas, N. (2000). Combining propensity score matching with additional adjustments for prognostic covariates. Journal of the American Statistical Association, 95, 573-585. doi:10.2307/2669400
    • (2000) Journal of the American Statistical Association , vol.95 , pp. 573-585
    • Rubin, D.B.1    Thomas, N.2
  • 45
    • 57749105474 scopus 로고    scopus 로고
    • Average causal effects from nonrandom- ized studies: A practical guide and simulated example
    • doi:10.1037/a0014268
    • Schafer, J. L., & Kang, J. (2008). Average causal effects from nonrandom- ized studies: A practical guide and simulated example. Psychological Methods, 13, 279-313. doi:10.1037/a0014268
    • (2008) Psychological Methods , vol.13 , pp. 279-313
    • Schafer, J.L.1    Kang, J.2
  • 46
    • 0002460725 scopus 로고
    • Aptitude-treatment interaction as a framework for research on individual differences in learning
    • P. L. Ackerman, R. J. Sternberg, & R. Glaser (Eds.), New York, NY: Freeman
    • Snow, R. E. (1989). Aptitude-treatment interaction as a framework for research on individual differences in learning. In P. L. Ackerman, R. J. Sternberg, & R. Glaser (Eds.), Learning and individual differences: Advances in theory and research (pp. 13-59). New York, NY: Freeman.
    • (1989) Learning and individual differences: Advances in theory and research , pp. 13-59
    • Snow, R.E.1
  • 47
    • 33845284249 scopus 로고    scopus 로고
    • Antidepressants and the risk of suicide, attempted suicide, and overall mortality in a nationwide cohort
    • doi:10.1001/archpsyc.63.12.1358
    • Tiihonen, J., Lönnqvist, J., Wahlbeck, K., Klaukka, T., Tanskanen, A., & Haukka, J. (2006). Antidepressants and the risk of suicide, attempted suicide, and overall mortality in a nationwide cohort. Archives of General Psychiatry, 63, 1358-1367. doi:10.1001/archpsyc.63.12.1358
    • (2006) Archives of General Psychiatry , vol.63 , pp. 1358-1367
    • Tiihonen, J.1    Lönnqvist, J.2    Wahlbeck, K.3    Klaukka, T.4    Tanskanen, A.5    Haukka, J.6
  • 48
    • 47249097060 scopus 로고    scopus 로고
    • A developmental perspective on full-versus part-day kindergarten and children's academic trajectories through fifth grade
    • doi:10.1111/j.1467-8624.2008.01170.x
    • Votruba-Drzal, E., Li-Grining, C. P., & Maldonado-Carreño, C. (2008). A developmental perspective on full-versus part-day kindergarten and children's academic trajectories through fifth grade. Child Development, 79, 957-978. doi:10.1111/j.1467-8624.2008.01170.x
    • (2008) Child Development , vol.79 , pp. 957-978
    • Votruba-Drzal, E.1    Li-Grining, C.P.2    Maldonado-Carreño, C.3
  • 49
    • 15344348967 scopus 로고    scopus 로고
    • Using propensity score subclassification for multiple treatment doses to evaluate a national antidrug media campaign
    • doi:10.3102/10769986030001059
    • Zanutto, E., Lu, B., & Hornik, R. (2005). Using propensity score subclassification for multiple treatment doses to evaluate a national antidrug media campaign. Journal of Educational and Behavioral Statistics, 30, 59-73. doi:10.3102/10769986030001059
    • (2005) Journal of Educational and Behavioral Statistics , vol.30 , pp. 59-73
    • Zanutto, E.1    Lu, B.2    Hornik, R.3
  • 50
    • 36348944629 scopus 로고    scopus 로고
    • Medication patterns and costs associated with olanzapine and other atypical antipsychotics in the treatment of bipolar disorder
    • doi:10.1185/ 030079907X233322
    • Zhu, B., Kulkarni, P. M., Stensland, M. D., & Ascher-Svanum, H. (2007). Medication patterns and costs associated with olanzapine and other atypical antipsychotics in the treatment of bipolar disorder. Current Medical Research and Opinion, 23, 2805-2814. doi:10.1185/ 030079907X233322
    • (2007) Current Medical Research and Opinion , vol.23 , pp. 2805-2814
    • Zhu, B.1    Kulkarni, P.M.2    Stensland, M.D.3    Ascher-Svanum, H.4


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.