메뉴 건너뛰기




Volumn 13, Issue 4, 2016, Pages 445-449

Generalized estimating equations in cluster randomized trials with a small number of clusters: Review of practice and simulation study

Author keywords

bias correction; Cluster randomized trials; generalized estimating equations; sandwich estimator; small number of clusters

Indexed keywords

ANALYTICAL ERROR; CLINICAL STUDY; CLUSTER ANALYSIS; CORRELATION COEFFICIENT; GENERALIZED ESTIMATING EQUATION; HUMAN; MATHEMATICAL ANALYSIS; NORMAL DISTRIBUTION; PRACTICE GUIDELINE; PRIORITY JOURNAL; REVIEW; SIMULATION; STANDARDIZATION; SYSTEMATIC REVIEW; THERAPY EFFECT; COMPUTER SIMULATION; METHODOLOGY; RANDOMIZED CONTROLLED TRIAL (TOPIC); SAMPLE SIZE; SELECTION BIAS; STATISTICAL ANALYSIS;

EID: 84979080307     PISSN: 17407745     EISSN: 17407753     Source Type: Journal    
DOI: 10.1177/1740774516643498     Document Type: Review
Times cited : (51)

References (31)
  • 2
    • 84857380136 scopus 로고    scopus 로고
    • Impact of CONSORT extension for cluster randomised trials on quality of reporting and study methodology: Review of random sample of 300 trials, 2000-8
    • Ivers NM, Taljaard M, Dixon S, et al. Impact of CONSORT extension for cluster randomised trials on quality of reporting and study methodology: review of random sample of 300 trials, 2000-8. BMJ 2011; 343: d5886.
    • (2011) BMJ , vol.343 , pp. d5886
    • Ivers, N.M.1    Taljaard, M.2    Dixon, S.3
  • 3
    • 77649173768 scopus 로고
    • Longitudinal data-analysis using generalized linear-models
    • Liang KY, Zeger SL., Longitudinal data-analysis using generalized linear-models. Biometrika 1986; 73: 13-22.
    • (1986) Biometrika , vol.73 , pp. 13-22
    • Liang, K.Y.1    Zeger, S.L.2
  • 4
    • 0032053517 scopus 로고    scopus 로고
    • Comparison of population-averaged and subject-specific approaches for analyzing repeated binary outcomes
    • Hu FB, Goldberg J, Hedeker D, et al. Comparison of population-averaged and subject-specific approaches for analyzing repeated binary outcomes. Am J Epidemiol 1998; 147: 694-703.
    • (1998) Am J Epidemiol , vol.147 , pp. 694-703
    • Hu, F.B.1    Goldberg, J.2    Hedeker, D.3
  • 5
    • 0035099161 scopus 로고    scopus 로고
    • A covariance estimator for GEE with improved small-sample properties
    • Mancl LA, DeRouen TA., A covariance estimator for GEE with improved small-sample properties. Biometrics 2001; 57: 126-134.
    • (2001) Biometrics , vol.57 , pp. 126-134
    • Mancl, L.A.1    DeRouen, T.A.2
  • 6
    • 1442305727 scopus 로고    scopus 로고
    • Design and analysis of group-randomized trials: A review of recent methodological developments
    • Murray DM, Varnell SP, Blitstein JL., Design and analysis of group-randomized trials: a review of recent methodological developments. Am J Public Health 2004; 94: 423-432.
    • (2004) Am J Public Health , vol.94 , pp. 423-432
    • Murray, D.M.1    Varnell, S.P.2    Blitstein, J.L.3
  • 7
    • 0033892142 scopus 로고    scopus 로고
    • Analysis of dichotomous outcome data for community intervention studies
    • Bellamy SL, Gibberd R, Hancock L, et al. Analysis of dichotomous outcome data for community intervention studies. Stat Methods Med Res 2000; 9: 135-159.
    • (2000) Stat Methods Med Res , vol.9 , pp. 135-159
    • Bellamy, S.L.1    Gibberd, R.2    Hancock, L.3
  • 8
    • 34547882049 scopus 로고    scopus 로고
    • A comparison of two bias-corrected covariance estimators for generalized estimating equations
    • Lu B, Preisser JS, Qaqish BF, et al. A comparison of two bias-corrected covariance estimators for generalized estimating equations. Biometrics 2007; 63: 935-941.
    • (2007) Biometrics , vol.63 , pp. 935-941
    • Lu, B.1    Preisser, J.S.2    Qaqish, B.F.3
  • 9
    • 1542784440 scopus 로고    scopus 로고
    • A note on the efficiency of sandwich covariance matrix estimation
    • Kauermann G, Carroll RJ., A note on the efficiency of sandwich covariance matrix estimation. J Am Stat Assoc 2001; 96: 1387-1396.
    • (2001) J Am Stat Assoc , vol.96 , pp. 1387-1396
    • Kauermann, G.1    Carroll, R.J.2
  • 10
    • 1342324954 scopus 로고    scopus 로고
    • Analysis of longitudinal multiple-source binary data using generalized estimating equations
    • O'Brien LM, Fitzmaurice GM., Analysis of longitudinal multiple-source binary data using generalized estimating equations. J Roy Stat Soc C: App 2004; 53: 177-193.
    • (2004) J Roy Stat Soc C: App , vol.53 , pp. 177-193
    • O'Brien, L.M.1    Fitzmaurice, G.M.2
  • 11
    • 80051704560 scopus 로고    scopus 로고
    • Small sample estimation properties of longitudinal count models
    • Bell ML, Grunwald GK., Small sample estimation properties of longitudinal count models. J Stat Comput Sim 2011; 81: 1067-1079.
    • (2011) J Stat Comput Sim , vol.81 , pp. 1067-1079
    • Bell, M.L.1    Grunwald, G.K.2
  • 13
    • 1442281120 scopus 로고    scopus 로고
    • Design and analysis of group-randomized trials: A review of recent practices
    • Varnell SP, Murray DM, Janega JB, et al. Design and analysis of group-randomized trials: a review of recent practices. Am J Public Health 2004; 94: 393-399.
    • (2004) Am J Public Health , vol.94 , pp. 393-399
    • Varnell, S.P.1    Murray, D.M.2    Janega, J.B.3
  • 14
    • 41749090508 scopus 로고    scopus 로고
    • Design and analysis of group-randomized trials in cancer: A review of current practices
    • Murray DM, Pals SL, Blitstein JL, et al. Design and analysis of group-randomized trials in cancer: a review of current practices. J Natl Cancer Inst 2008; 100: 483-491.
    • (2008) J Natl Cancer Inst , vol.100 , pp. 483-491
    • Murray, D.M.1    Pals, S.L.2    Blitstein, J.L.3
  • 15
    • 84930008242 scopus 로고    scopus 로고
    • Statistical analysis and handling of missing data in cluster randomised trials: Protocol for a systematic review
    • Fiero M, Huang S, Bell ML., Statistical analysis and handling of missing data in cluster randomised trials: protocol for a systematic review. BMJ Open 2015; 5: e007378.
    • (2015) BMJ Open , vol.5 , pp. e007378
    • Fiero, M.1    Huang, S.2    Bell, M.L.3
  • 16
    • 0000921289 scopus 로고
    • Some heteroskedasticity-consistent covariance-matrix estimators with improved finite-sample properties
    • Mackinnon JG, White H., Some heteroskedasticity-consistent covariance-matrix estimators with improved finite-sample properties. J Econometrics 1985; 29: 305-325.
    • (1985) J Econometrics , vol.29 , pp. 305-325
    • Mackinnon, J.G.1    White, H.2
  • 17
    • 0035184396 scopus 로고    scopus 로고
    • Small-sample adjustments for Wald-type tests using sandwich estimators
    • Fay MP, Graubard BI., Small-sample adjustments for Wald-type tests using sandwich estimators. Biometrics 2001; 57: 1198-1206.
    • (2001) Biometrics , vol.57 , pp. 1198-1206
    • Fay, M.P.1    Graubard, B.I.2
  • 18
    • 0038684155 scopus 로고    scopus 로고
    • Small sample correction for the variance of GEE estimators
    • Morel JG, Bokossa MC, Neerchal NK., Small sample correction for the variance of GEE estimators. Biometrical J 2003; 45: 395-409.
    • (2003) Biometrical J , vol.45 , pp. 395-409
    • Morel, J.G.1    Bokossa, M.C.2    Neerchal, N.K.3
  • 19
    • 0008976515 scopus 로고    scopus 로고
    • On the robust variance estimator in generalised estimating equations
    • Pan W., On the robust variance estimator in generalised estimating equations. Biometrika 2001; 88: 901-906.
    • (2001) Biometrika , vol.88 , pp. 901-906
    • Pan, W.1
  • 20
    • 84916233304 scopus 로고    scopus 로고
    • Small sample performance of bias-corrected sandwich estimators for cluster-randomized trials with binary outcomes
    • Li P, Redden DT., Small sample performance of bias-corrected sandwich estimators for cluster-randomized trials with binary outcomes. Stat Med 2015; 34: 281-296.
    • (2015) Stat Med , vol.34 , pp. 281-296
    • Li, P.1    Redden, D.T.2
  • 21
    • 0002644952 scopus 로고
    • Maximum likelihood estimation of misspecified models
    • White H., Maximum likelihood estimation of misspecified models. Econometrica 1982; 50: 1-25.
    • (1982) Econometrica , vol.50 , pp. 1-25
    • White, H.1
  • 22
    • 0027995405 scopus 로고
    • Jackknife estimators of variance for parameter estimates from estimating equations with applications to clustered survival data
    • Lipsitz SR, Dear KB, Zhao L., Jackknife estimators of variance for parameter estimates from estimating equations with applications to clustered survival data. Biometrics 1994; 50: 842-846.
    • (1994) Biometrics , vol.50 , pp. 842-846
    • Lipsitz, S.R.1    Dear, K.B.2    Zhao, L.3
  • 23
    • 0006679576 scopus 로고
    • Repeated measurement analysis for nonnormal data in small samples
    • Paik MC., Repeated measurement analysis for nonnormal data in small samples. Commun Stat: Simul C 1988; 17: 1155-1171.
    • (1988) Commun Stat: Simul C , vol.17 , pp. 1155-1171
    • Paik, M.C.1
  • 24
    • 0031338077 scopus 로고    scopus 로고
    • A comparison between bootstrap methods and generalized estimating equations for correlated outcomes in generalized linear models
    • Sherman M, le Cessie S., A comparison between bootstrap methods and generalized estimating equations for correlated outcomes in generalized linear models. Commun Stat: Simul C 1997; 26: 901-925.
    • (1997) Commun Stat: Simul C , vol.26 , pp. 901-925
    • Sherman, M.1    Le Cessie, S.2
  • 25
    • 37949021133 scopus 로고
    • Using the jackknife to estimate the variance of regression estimators from repeated measures studies
    • Lipsitz SR, Laird NM, Harrington DP., Using the jackknife to estimate the variance of regression estimators from repeated measures studies. Commun Stat A: Theor 1990; 19: 821-845.
    • (1990) Commun Stat A: Theor , vol.19 , pp. 821-845
    • Lipsitz, S.R.1    Laird, N.M.2    Harrington, D.P.3
  • 26
    • 0037198575 scopus 로고    scopus 로고
    • Small-sample adjustments in using the sandwich variance estimator in generalized estimating equations
    • Pan W, Wall MM., Small-sample adjustments in using the sandwich variance estimator in generalized estimating equations. Stat Med 2002; 21: 1429-1441.
    • (2002) Stat Med , vol.21 , pp. 1429-1441
    • Pan, W.1    Wall, M.M.2
  • 27
    • 0028236303 scopus 로고
    • Estimation and sample size considerations for clustered binary responses
    • Lee EW, Dubin N., Estimation and sample size considerations for clustered binary responses. Stat Med 1994; 13: 1241-1252.
    • (1994) Stat Med , vol.13 , pp. 1241-1252
    • Lee, E.W.1    Dubin, N.2
  • 28
    • 84957882755 scopus 로고    scopus 로고
    • Statistical analysis and handling of missing data in cluster randomized trials: A systematic review
    • Fiero MH, Huang S, Oren E, et al. Statistical analysis and handling of missing data in cluster randomized trials: a systematic review. Trials 2016; 17: 72.
    • (2016) Trials , vol.17 , pp. 72
    • Fiero, M.H.1    Huang, S.2    Oren, E.3
  • 29
    • 0029765531 scopus 로고    scopus 로고
    • A comparison of statistical methods for clustered data analysis with Gaussian error
    • Feng Z, McLerran D, Grizzle J., A comparison of statistical methods for clustered data analysis with Gaussian error. Stat Med 1996; 15: 1793-1806.
    • (1996) Stat Med , vol.15 , pp. 1793-1806
    • Feng, Z.1    McLerran, D.2    Grizzle, J.3
  • 30
    • 84883565786 scopus 로고    scopus 로고
    • A comparison of bias-corrected covariance estimators for generalized estimating equations
    • Fan C, Zhang D, Zhang CH., A comparison of bias-corrected covariance estimators for generalized estimating equations. J Biopharm Stat 2013; 23: 1172-1187.
    • (2013) J Biopharm Stat , vol.23 , pp. 1172-1187
    • Fan, C.1    Zhang, D.2    Zhang, C.H.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.