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Volumn 55, Issue 4, 2013, Pages 554-571

Multivariate t linear mixed models for irregularly observed multiple repeated measures with missing outcomes

Author keywords

AECM algorithm; Damped exponential model; Missing values; Outliers; Prediction

Indexed keywords

MULTIVARIANT ANALYSIS; RANDOM PROCESSES; SPURIOUS SIGNAL NOISE; STATISTICS;

EID: 84880036284     PISSN: 03233847     EISSN: 15214036     Source Type: Journal    
DOI: 10.1002/bimj.201200001     Document Type: Article
Times cited : (31)

References (48)
  • 1
    • 0000501656 scopus 로고
    • Information theory and an extension of the maximum likelihood principle
    • In: Petrov, B. N. and Csaki, F. (Eds.), Akademiai Kiado, Budapest
    • Akaike, H. (1973). Information theory and an extension of the maximum likelihood principle. In: Petrov, B. N. and Csaki, F. (Eds.), Proceedings of the 2nd International Symposium on Information Theory, Akademiai Kiado, Budapest, 267-281.
    • (1973) Proceedings of the 2nd International Symposium on Information Theory , pp. 267-281
    • Akaike, H.1
  • 2
    • 0033475053 scopus 로고    scopus 로고
    • Maximizing generalized linear mixed model likelihoods with an automated Monte Carlo EM algorithm
    • Booth, J. G. and Hobert, J. P. (1999). Maximizing generalized linear mixed model likelihoods with an automated Monte Carlo EM algorithm. Journal of the Royal Statistical Society Series B 61, 265-285.
    • (1999) Journal of the Royal Statistical Society Series B , vol.61 , pp. 265-285
    • Booth, J.G.1    Hobert, J.P.2
  • 3
    • 0008974359 scopus 로고    scopus 로고
    • Estimating correlation by using a general linear mixed model: evaluation of the relationship between the concentration of HIV-RNA in blood and semen
    • Chakraborty, H., Helms, R., Sen, P. K. and Cohen, M. S. (2003). Estimating correlation by using a general linear mixed model: evaluation of the relationship between the concentration of HIV-RNA in blood and semen. Statistics in Medicine 22, 1457-1464.
    • (2003) Statistics in Medicine , vol.22 , pp. 1457-1464
    • Chakraborty, H.1    Helms, R.2    Sen, P.K.3    Cohen, M.S.4
  • 9
    • 84871220838 scopus 로고    scopus 로고
    • Testing multiple variance components in linear mixed-effects models
    • Drikvandi, R., Verbeke, G., Khodadadi, A. and Partovi Nia, V. (2013). Testing multiple variance components in linear mixed-effects models. Biostatistics 14, 144-159.
    • (2013) Biostatistics , vol.14 , pp. 144-159
    • Drikvandi, R.1    Verbeke, G.2    Khodadadi, A.3    Partovi Nia, V.4
  • 10
    • 0031964842 scopus 로고    scopus 로고
    • Association of CD4 cell depletion and elevated blood and seminal plasma human immunodeficiency virus type 1 (HIV-1) RNA concentrations with genital ulcer disease in HIV-1-infected men in Malawi
    • Dyer, J. R., Eron, J. J., Hoffman, I. F., Kazembe, P., Vernazza, P. L., Nkata, E., Castello, D. C., Fiscus, S. A. and Cohen, M. S. (1998a). Association of CD4 cell depletion and elevated blood and seminal plasma human immunodeficiency virus type 1 (HIV-1) RNA concentrations with genital ulcer disease in HIV-1-infected men in Malawi. Journal of Infectious Disease 177, 224-227.
    • (1998) Journal of Infectious Disease , vol.177 , pp. 224-227
    • Dyer, J.R.1    Eron, J.J.2    Hoffman, I.F.3    Kazembe, P.4    Vernazza, P.L.5    Nkata, E.6    Castello, D.C.7    Fiscus, S.A.8    Cohen, M.S.9
  • 12
    • 33847735892 scopus 로고    scopus 로고
    • Bivariate random effect model using skew-normal distribution with application to HIV-RNA
    • Ghosh, P., Branco, M. D. and Chakraborty, H. (2007). Bivariate random effect model using skew-normal distribution with application to HIV-RNA. Statistics in Medicine 26, 1255-1267.
    • (2007) Statistics in Medicine , vol.26 , pp. 1255-1267
    • Ghosh, P.1    Branco, M.D.2    Chakraborty, H.3
  • 14
    • 77956283939 scopus 로고    scopus 로고
    • Robust linear mixed models using the skew t distribution with application to schizophrenia data
    • Ho, H. J. and Lin, T. I. (2010). Robust linear mixed models using the skew t distribution with application to schizophrenia data. Biometrical Journal 52, 449-469.
    • (2010) Biometrical Journal , vol.52 , pp. 449-469
    • Ho, H.J.1    Lin, T.I.2
  • 16
    • 0023716933 scopus 로고
    • Missing data in longitudinal studies
    • Laird, N. M. (1988). Missing data in longitudinal studies. Statistics in Medicine 7, 305-315.
    • (1988) Statistics in Medicine , vol.7 , pp. 305-315
    • Laird, N.M.1
  • 17
    • 0020333131 scopus 로고
    • Random effects models for longitudinal data
    • Laird, N. M. and Ware, J. H. (1982). Random effects models for longitudinal data. Biometrics 38, 963-974.
    • (1982) Biometrics , vol.38 , pp. 963-974
    • Laird, N.M.1    Ware, J.H.2
  • 18
    • 33646164643 scopus 로고    scopus 로고
    • A robust approach to t linear mixed models applied to multiple sclerosis data
    • Lin, T. I. and Lee, J. C. (2006). A robust approach to t linear mixed models applied to multiple sclerosis data. Statistics in Medicine 25, 1397-1412.
    • (2006) Statistics in Medicine , vol.25 , pp. 1397-1412
    • Lin, T.I.1    Lee, J.C.2
  • 19
    • 42149136843 scopus 로고    scopus 로고
    • Estimation and prediction in linear mixed models with skew normal random effects for longitudinal data
    • Lin, T. I. and Lee, J. C. (2008). Estimation and prediction in linear mixed models with skew normal random effects for longitudinal data. Statistics in Medicine 27, 1490-1507.
    • (2008) Statistics in Medicine , vol.27 , pp. 1490-1507
    • Lin, T.I.1    Lee, J.C.2
  • 20
    • 84950452119 scopus 로고
    • Modeling the drop-out mechanism in repeated measures studies
    • Little, R. J. A. (1995). Modeling the drop-out mechanism in repeated measures studies. Journal of the American Statistal Association 90, 1112-1121.
    • (1995) Journal of the American Statistal Association , vol.90 , pp. 1112-1121
    • Little, R.J.A.1
  • 24
    • 62749090547 scopus 로고    scopus 로고
    • Discriminant analysis for longitudinal data with multiple continuous responses and possibly missing data
    • Marshall, G., De la Cruz-Mesía, R., Quintana, F. A. and Barón, A. E. (2009). Discriminant analysis for longitudinal data with multiple continuous responses and possibly missing data. Biometrics 65, 69-80.
    • (2009) Biometrics , vol.65 , pp. 69-80
    • Marshall, G.1    De la Cruz-Mesía, R.2    Quintana, F.A.3    Barón, A.E.4
  • 26
    • 0026686378 scopus 로고
    • A parametric family of correlation structures for the analysis of longitudinal data
    • Muñoz, A., Carey, V., Schouten, J. P., Segal, M. and Rosner, B. (1992). A parametric family of correlation structures for the analysis of longitudinal data. Biometrics 48, 733-742.
    • (1992) Biometrics , vol.48 , pp. 733-742
    • Muñoz, A.1    Carey, V.2    Schouten, J.P.3    Segal, M.4    Rosner, B.5
  • 27
    • 85163245479 scopus 로고    scopus 로고
    • and the R Development Core Team. R nlme package: Linear and Nonlinear Mixed Effects Models. R package version 3.1-104.
    • Pinheiro, J., Bates, D., DebRoy, S., Sarkar, D. and the R Development Core Team (2012). R nlme package: Linear and Nonlinear Mixed Effects Models. R package version 3.1-104.
    • (2012)
    • Pinheiro, J.1    Bates, D.2    DebRoy, S.3    Sarkar, D.4
  • 29
    • 84972500273 scopus 로고
    • Prediction of future observations in growth curve models
    • Rao, C. R. (1987). Prediction of future observations in growth curve models. Statistical Science 2, 434-471.
    • (1987) Statistical Science , vol.2 , pp. 434-471
    • Rao, C.R.1
  • 30
    • 33646347862 scopus 로고    scopus 로고
    • Estimating correlation coefficient between two variables with repeated observations using mixed effects model
    • Roy, A. (2006). Estimating correlation coefficient between two variables with repeated observations using mixed effects model. Biometrical Journal 48, 286-301.
    • (2006) Biometrical Journal , vol.48 , pp. 286-301
    • Roy, A.1
  • 31
    • 0036489043 scopus 로고    scopus 로고
    • Analysis of multivariate longitudinal outcomes with nonignorable dropouts and missing covariates: changes in methadone treatment practices
    • Roy, J. and Lin, X. (2002). Analysis of multivariate longitudinal outcomes with nonignorable dropouts and missing covariates: changes in methadone treatment practices. Journal of the American Statistical Association 97, 40-52.
    • (2002) Journal of the American Statistical Association , vol.97 , pp. 40-52
    • Roy, J.1    Lin, X.2
  • 32
    • 0017133178 scopus 로고
    • Inference and missing data
    • Rubin, D. B. (1976). Inference and missing data. Biometrika 63, 581-592.
    • (1976) Biometrika , vol.63 , pp. 581-592
    • Rubin, D.B.1
  • 34
    • 0033619196 scopus 로고    scopus 로고
    • Multivariate linear mixed models for multiple outcomes
    • Sammel, M., Lin, X. and Ryan, L. (1999). Multivariate linear mixed models for multiple outcomes. Statistics in Medicine 18, 2479-2492.
    • (1999) Statistics in Medicine , vol.18 , pp. 2479-2492
    • Sammel, M.1    Lin, X.2    Ryan, L.3
  • 36
    • 0036017469 scopus 로고    scopus 로고
    • Computational strategies for multivariate linear mixed-effects models with missing values
    • Schafer, J. L. and Yucel, R. M. (2002). Computational strategies for multivariate linear mixed-effects models with missing values. Journal of Computational and Graphical Statistics 11, 437-457.
    • (2002) Journal of Computational and Graphical Statistics , vol.11 , pp. 437-457
    • Schafer, J.L.1    Yucel, R.M.2
  • 37
    • 0023675408 scopus 로고
    • Analysis of incomplete multivariate data using linear models with structured covariance matrices
    • Schluchter, M. D. (1988). Analysis of incomplete multivariate data using linear models with structured covariance matrices. Statistics in Medicine 7, 317-324.
    • (1988) Statistics in Medicine , vol.7 , pp. 317-324
    • Schluchter, M.D.1
  • 38
    • 0000120766 scopus 로고
    • Estimating the dimension of a model
    • Schwarz, G. (1978). Estimating the dimension of a model. The Annals of Statistics 6, 461-464.
    • (1978) The Annals of Statistics , vol.6 , pp. 461-464
    • Schwarz, G.1
  • 40
    • 2342525727 scopus 로고    scopus 로고
    • An estimator for the proportional hazards model with multiple longitudinal covariates measured with error
    • Song, X., Davidian, M. and Tsiatis, A. A. (2002). An estimator for the proportional hazards model with multiple longitudinal covariates measured with error. Biostatistics 3, 511-528.
    • (2002) Biostatistics , vol.3 , pp. 511-528
    • Song, X.1    Davidian, M.2    Tsiatis, A.A.3
  • 41
    • 0028641810 scopus 로고
    • Variance components testing in the longitudinal mixed effects model
    • Stram, D. O. and Lee, J. W. (1994). Variance components testing in the longitudinal mixed effects model. Biometrics 50, 1171-1177.
    • (1994) Biometrics , vol.50 , pp. 1171-1177
    • Stram, D.O.1    Lee, J.W.2
  • 42
    • 0037531799 scopus 로고    scopus 로고
    • The use of score tests for inference on variance components
    • Verbeke, G. and Molenberghs, G. (2003). The use of score tests for inference on variance components. Biometrics 59, 254-262.
    • (2003) Biometrics , vol.59 , pp. 254-262
    • Verbeke, G.1    Molenberghs, G.2
  • 44
    • 0030958022 scopus 로고    scopus 로고
    • Quantitation of HIV-1 in semen: correlation with antiviral treatment and immune status
    • Vernazza, P. L., Gilliam, B. L., Dyer, J. R., Fiscus, S. A, Eron, J. J., Frank, A. C. and Cohen, M. S. (1997). Quantitation of HIV-1 in semen: correlation with antiviral treatment and immune status. AIDS 11, 987-993.
    • (1997) AIDS , vol.11 , pp. 987-993
    • Vernazza, P.L.1    Gilliam, B.L.2    Dyer, J.R.3    Fiscus, S.A.4    Eron, J.J.5    Frank, A.C.6    Cohen, M.S.7
  • 45
    • 77249102990 scopus 로고    scopus 로고
    • ECM-based maximum likelihood inference for multivariate linear mixed models with autoregressive errors
    • Wang, W. L. and Fan, T. H. (2010). ECM-based maximum likelihood inference for multivariate linear mixed models with autoregressive errors. Computational Statistics and Data Analysis 54, 1328-1341.
    • (2010) Computational Statistics and Data Analysis , vol.54 , pp. 1328-1341
    • Wang, W.L.1    Fan, T.H.2
  • 46
    • 84863337773 scopus 로고    scopus 로고
    • Estimation in multivariate t linear mixed models for multiple longitudinal data
    • Wang, W. L. and Fan, T. H. (2011). Estimation in multivariate t linear mixed models for multiple longitudinal data. Statistica Sinica 21, 1857-1880.
    • (2011) Statistica Sinica , vol.21 , pp. 1857-1880
    • Wang, W.L.1    Fan, T.H.2
  • 47
    • 80155135587 scopus 로고    scopus 로고
    • Bayesian analysis of multivariate t linear mixed models using a combination of IBF and Gibbs samplers
    • Wang, W. L. and Fan, T. H. (2012). Bayesian analysis of multivariate t linear mixed models using a combination of IBF and Gibbs samplers. Journal of Multivariate Analysis 105, 300-310.
    • (2012) Journal of Multivariate Analysis , vol.105 , pp. 300-310
    • Wang, W.L.1    Fan, T.H.2
  • 48
    • 85163244227 scopus 로고    scopus 로고
    • R mlmmm package: fitting multivariate linear mixed-effects models with missing values. R package version 0.2-1.
    • Yucel, R. M. (2007). R mlmmm package: fitting multivariate linear mixed-effects models with missing values. R package version 0.2-1.
    • (2007)
    • Yucel, R.M.1


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