메뉴 건너뛰기




Volumn 52, Issue 7, 2008, Pages 3441-3458

Generalized linear mixed model with a penalized Gaussian mixture as a random effects distribution

Author keywords

[No Author keywords available]

Indexed keywords

DATA STRUCTURES; HIERARCHICAL SYSTEMS; LINEAR SYSTEMS; NORMAL DISTRIBUTION; PARAMETER ESTIMATION; REGRESSION ANALYSIS;

EID: 40249084540     PISSN: 01679473     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.csda.2007.10.024     Document Type: Article
Times cited : (49)

References (55)
  • 1
    • 4944247358 scopus 로고    scopus 로고
    • Examples in which misspecification of a random effects distribution reduces efficiency, and possible remedies
    • Agresti A., Caffo B., and Ohman-Strickland P. Examples in which misspecification of a random effects distribution reduces efficiency, and possible remedies. Computational Statistics and Data Analysis 47 (2004) 639-653
    • (2004) Computational Statistics and Data Analysis , vol.47 , pp. 639-653
    • Agresti, A.1    Caffo, B.2    Ohman-Strickland, P.3
  • 2
    • 0141477361 scopus 로고
    • Bayesian computation and stochastic systems (with Discussion)
    • Besag J., Green P., Higdon D., and Mengersen K. Bayesian computation and stochastic systems (with Discussion). Statistical Science 10 (1995) 3-66
    • (1995) Statistical Science , vol.10 , pp. 3-66
    • Besag, J.1    Green, P.2    Higdon, D.3    Mengersen, K.4
  • 3
    • 40249107721 scopus 로고    scopus 로고
    • Bogaerts, K., Lesaffre, E., 2007. Estimating local and global measures of association for bivariate interval censored data with a smooth estimate of the density (submitted for publication)
    • Bogaerts, K., Lesaffre, E., 2007. Estimating local and global measures of association for bivariate interval censored data with a smooth estimate of the density (submitted for publication)
  • 6
    • 0000904732 scopus 로고    scopus 로고
    • A semiparametric Bayesian model for randomised block designs
    • Bush C.A., and MacEachern S.N. A semiparametric Bayesian model for randomised block designs. Biometrika 83 (1996) 275-285
    • (1996) Biometrika , vol.83 , pp. 275-285
    • Bush, C.A.1    MacEachern, S.N.2
  • 7
    • 0027048851 scopus 로고
    • Random effects models with nonparametric priors
    • Butler S.M., and Louis T. Random effects models with nonparametric priors. Statistics in Medicine 11 (1992) 1981-2000
    • (1992) Statistics in Medicine , vol.11 , pp. 1981-2000
    • Butler, S.M.1    Louis, T.2
  • 8
    • 34247853298 scopus 로고    scopus 로고
    • Flexible random intercept models for binary outcomes using mixtures of normals
    • Caffo B., Ming-Wen A., and Rohde C. Flexible random intercept models for binary outcomes using mixtures of normals. Computational Statistics and Data Analysis 51 (2007) 5220-5235
    • (2007) Computational Statistics and Data Analysis , vol.51 , pp. 5220-5235
    • Caffo, B.1    Ming-Wen, A.2    Rohde, C.3
  • 9
    • 3442891913 scopus 로고    scopus 로고
    • A Monte Carlo EM algorithm for generalized linear mixed models with flexible random effects distribution
    • Chen J., Zhang D., and Davidian M. A Monte Carlo EM algorithm for generalized linear mixed models with flexible random effects distribution. Biostatistics 3 (2002) 347-360
    • (2002) Biostatistics , vol.3 , pp. 347-360
    • Chen, J.1    Zhang, D.2    Davidian, M.3
  • 10
    • 0031946068 scopus 로고    scopus 로고
    • Twelve weeks of continuous onychomycosis caused by dermatophytes: A double blind comparative trial of terbafine 250 mg/day versus itraconazole 200 mg/day
    • De Backer M., De Vroey C., Lesaffre E., Scheys I., and De Keyser P. Twelve weeks of continuous onychomycosis caused by dermatophytes: A double blind comparative trial of terbafine 250 mg/day versus itraconazole 200 mg/day. Journal of the American Academy of Dermatology 38 (1998) S57-S63
    • (1998) Journal of the American Academy of Dermatology , vol.38
    • De Backer, M.1    De Vroey, C.2    Lesaffre, E.3    Scheys, I.4    De Keyser, P.5
  • 11
    • 25444532788 scopus 로고    scopus 로고
    • Flexible smoothing with B-splines and penalties (with Discussion)
    • Eilers P.H.C., and Marx B.D. Flexible smoothing with B-splines and penalties (with Discussion). Statistical Science 11 (1996) 89-121
    • (1996) Statistical Science , vol.11 , pp. 89-121
    • Eilers, P.H.C.1    Marx, B.D.2
  • 15
    • 0002245296 scopus 로고
    • Semi-nonparametric maximum likelihood estimation
    • Gallant A.R., and Nychka D.W. Semi-nonparametric maximum likelihood estimation. Econometrica 55 (1987) 363-390
    • (1987) Econometrica , vol.55 , pp. 363-390
    • Gallant, A.R.1    Nychka, D.W.2
  • 16
    • 0042042167 scopus 로고    scopus 로고
    • Sampling from the posterior distribution in generalized linear mixed models
    • Gamerman D. Sampling from the posterior distribution in generalized linear mixed models. Statistics and Computing 7 (1997) 57-68
    • (1997) Statistics and Computing , vol.7 , pp. 57-68
    • Gamerman, D.1
  • 18
    • 84867086419 scopus 로고    scopus 로고
    • Prior distributions for variance parameters in hierarchical models
    • Gelman A. Prior distributions for variance parameters in hierarchical models. Bayesian Analysis 1 (2006) 515-533
    • (2006) Bayesian Analysis , vol.1 , pp. 515-533
    • Gelman, A.1
  • 20
    • 0001032163 scopus 로고
    • Evaluating the accuracy of sampling-based approaches to calculating posterior moments (with Discussion)
    • Bernardo J.M., Dawid J.O., and Smith A.P. (Eds), Oxford University Press, Oxford
    • Geweke J. Evaluating the accuracy of sampling-based approaches to calculating posterior moments (with Discussion). In: Bernardo J.M., Dawid J.O., and Smith A.P. (Eds). Bayesian Statistics. Berger vol. 4 (1992), Oxford University Press, Oxford 169-193
    • (1992) Bayesian Statistics. Berger , vol.4 , pp. 169-193
    • Geweke, J.1
  • 21
    • 10944222639 scopus 로고    scopus 로고
    • Smooth random effects distribution in a linear mixed model
    • Ghidey W., Lesaffre E., and Eilers P. Smooth random effects distribution in a linear mixed model. Biometrics 60 (2004) 945-953
    • (2004) Biometrics , vol.60 , pp. 945-953
    • Ghidey, W.1    Lesaffre, E.2    Eilers, P.3
  • 23
    • 0000024102 scopus 로고    scopus 로고
    • Misspecified maximum likelihood estimates and generalised linear mixed models
    • Heagerty P.J., and Kurland B.F. Misspecified maximum likelihood estimates and generalised linear mixed models. Biometrika 88 (2001) 973-985
    • (2001) Biometrika , vol.88 , pp. 973-985
    • Heagerty, P.J.1    Kurland, B.F.2
  • 24
    • 1842591334 scopus 로고    scopus 로고
    • Simultaneous posterior probability statements from Monte Carlo output
    • Held L. Simultaneous posterior probability statements from Monte Carlo output. Journal of Computational and Graphical Statistics 13 (2004) 20-35
    • (2004) Journal of Computational and Graphical Statistics , vol.13 , pp. 20-35
    • Held, L.1
  • 25
    • 40249106047 scopus 로고    scopus 로고
    • Jara, A., 2007. Applied Bayesian non- and semi-parametric inference using DPpackage. Rnews (in press)
    • Jara, A., 2007. Applied Bayesian non- and semi-parametric inference using DPpackage. Rnews (in press)
  • 27
    • 40249110067 scopus 로고    scopus 로고
    • Jara, A., Hanson, T., Lesaffre, E., 2007. Robustifying generalized linear mixed models using mixtures of multivariate Polya trees (submitted for publication)
    • Jara, A., Hanson, T., Lesaffre, E., 2007. Robustifying generalized linear mixed models using mixtures of multivariate Polya trees (submitted for publication)
  • 28
    • 0032583158 scopus 로고    scopus 로고
    • A semi-parametric Bayesian approach to generalized linear mixed models
    • Kleinman K.P., and Ibrahim J.G. A semi-parametric Bayesian approach to generalized linear mixed models. Statistics in Medicine 17 (1998) 2579-2596
    • (1998) Statistics in Medicine , vol.17 , pp. 2579-2596
    • Kleinman, K.P.1    Ibrahim, J.G.2
  • 29
    • 0031662186 scopus 로고    scopus 로고
    • A semiparametric Bayesian approach to the random effects model
    • Kleinman K.P., and Ibrahim J.G. A semiparametric Bayesian approach to the random effects model. Biometrics 54 (1998) 921-938
    • (1998) Biometrics , vol.54 , pp. 921-938
    • Kleinman, K.P.1    Ibrahim, J.G.2
  • 30
    • 0036900109 scopus 로고    scopus 로고
    • On block updating in Markov random fields models for disease mapping
    • Knorr-Held L., and Rue H. On block updating in Markov random fields models for disease mapping. Scandinavian Journal of Statistics 29 (2002) 597-614
    • (2002) Scandinavian Journal of Statistics , vol.29 , pp. 597-614
    • Knorr-Held, L.1    Rue, H.2
  • 31
    • 33645779777 scopus 로고    scopus 로고
    • Bayesian semi-parametric accelerated failure time model for paired doubly-interval-censored data
    • Komárek A., and Lesaffre E. Bayesian semi-parametric accelerated failure time model for paired doubly-interval-censored data. Statistical Modelling 6 (2006) 3-22
    • (2006) Statistical Modelling , vol.6 , pp. 3-22
    • Komárek, A.1    Lesaffre, E.2
  • 32
    • 49549124978 scopus 로고    scopus 로고
    • Komárek, A., Lesaffre, E., 2008. Bayesian accelerated failure time model with multivariate doubly-interval-censored data and flexible distributional assumptions. Journal of the American Statistical Association (in press)
    • Komárek, A., Lesaffre, E., 2008. Bayesian accelerated failure time model with multivariate doubly-interval-censored data and flexible distributional assumptions. Journal of the American Statistical Association (in press)
  • 33
    • 26644463884 scopus 로고    scopus 로고
    • Accelerated failure time model for arbitrarily censored data with smoothed error distribution
    • Komárek A., Lesaffre E., and Hilton J.F. Accelerated failure time model for arbitrarily censored data with smoothed error distribution. Journal of Computational and Graphical Statistics 14 (2005) 726-745
    • (2005) Journal of Computational and Graphical Statistics , vol.14 , pp. 726-745
    • Komárek, A.1    Lesaffre, E.2    Hilton, J.F.3
  • 34
    • 84936016001 scopus 로고
    • Nonparametric maximum likelihood estimation of a mixing distribution
    • Laird N. Nonparametric maximum likelihood estimation of a mixing distribution. Journal of the American Statistical Association 73 (1978) 805-811
    • (1978) Journal of the American Statistical Association , vol.73 , pp. 805-811
    • Laird, N.1
  • 36
    • 14544302160 scopus 로고    scopus 로고
    • Conditional and marginal models: Another view (with Discussion)
    • Lee Y., and Nelder J.A. Conditional and marginal models: Another view (with Discussion). Statistical Science 19 (2004) 219-238
    • (2004) Statistical Science , vol.19 , pp. 219-238
    • Lee, Y.1    Nelder, J.A.2
  • 37
    • 0035648391 scopus 로고    scopus 로고
    • On the effect of the number of quadrature points in a logistic random-effects model: An example
    • Lesaffre E., and Spiessens B. On the effect of the number of quadrature points in a logistic random-effects model: An example. Applied Statistics 50 (2001) 325-335
    • (2001) Applied Statistics , vol.50 , pp. 325-335
    • Lesaffre, E.1    Spiessens, B.2
  • 38
    • 77649173768 scopus 로고
    • Longitudinal data analysis using generalized linear models
    • Liang K.Y., and Zeger S.L. Longitudinal data analysis using generalized linear models. Biometrika 73 (1986) 13-22
    • (1986) Biometrika , vol.73 , pp. 13-22
    • Liang, K.Y.1    Zeger, S.L.2
  • 39
    • 42749091873 scopus 로고    scopus 로고
    • Litière, S., Alonso, A., Molenberghs, G., 2008. The impact of a misspecified random-effects distribution on the estimation and the performance of inferential procedures in generalized linear mixed models. Statistics in Medicine (in press)
    • Litière, S., Alonso, A., Molenberghs, G., 2008. The impact of a misspecified random-effects distribution on the estimation and the performance of inferential procedures in generalized linear mixed models. Statistics in Medicine (in press)
  • 42
    • 1642370803 scopus 로고    scopus 로고
    • Slice sampling (with Discussion)
    • Neal R.M. Slice sampling (with Discussion). The Annals of Statistics 31 (2003) 705-767
    • (2003) The Annals of Statistics , vol.31 , pp. 705-767
    • Neal, R.M.1
  • 43
    • 0000162978 scopus 로고
    • The effects of mixture distribution misspecification when fitting mixed-effects logistic models
    • Neuhaus J.M., Hauck W.W., and Kalbfleisch J.D. The effects of mixture distribution misspecification when fitting mixed-effects logistic models. Biometrika 79 (1992) 755-762
    • (1992) Biometrika , vol.79 , pp. 755-762
    • Neuhaus, J.M.1    Hauck, W.W.2    Kalbfleisch, J.D.3
  • 44
    • 40249088404 scopus 로고    scopus 로고
    • Development Core Team, R, 2007. R: A Language and Environment for Statistical Computing. R Foundation for Statistical Computing, Vienna, Austria, ISBN: 3-900051-07-0, http://www.R-project.org
    • Development Core Team, R, 2007. R: A Language and Environment for Statistical Computing. R Foundation for Statistical Computing, Vienna, Austria, ISBN: 3-900051-07-0, http://www.R-project.org
  • 45
    • 84972518066 scopus 로고
    • One long run with diagnostics: Implementation strategies for Markov chain Monte Carlo
    • Raftery A.E., and Lewis S.M. One long run with diagnostics: Implementation strategies for Markov chain Monte Carlo. Statistical Science 7 (1992) 493-497
    • (1992) Statistical Science , vol.7 , pp. 493-497
    • Raftery, A.E.1    Lewis, S.M.2
  • 50
    • 0025172155 scopus 로고
    • Some covariance models for longitudinal count data with overdispersion
    • Thall P.F., and Vail S.C. Some covariance models for longitudinal count data with overdispersion. Biometrics 46 (1990) 657-671
    • (1990) Biometrics , vol.46 , pp. 657-671
    • Thall, P.F.1    Vail, S.C.2
  • 51
    • 0026743539 scopus 로고
    • On the asymptotic convergence of B-spline wavelets to Gabor functions
    • Unser M., Aldroubi A., and Eden M. On the asymptotic convergence of B-spline wavelets to Gabor functions. IEEE Transactions on Information Theory 38 (1992) 864-872
    • (1992) IEEE Transactions on Information Theory , vol.38 , pp. 864-872
    • Unser, M.1    Aldroubi, A.2    Eden, M.3
  • 52
    • 0000569928 scopus 로고    scopus 로고
    • A linear mixed-effects model with heterogeneity in the random-effects population
    • Verbeke G., and Lesaffre E. A linear mixed-effects model with heterogeneity in the random-effects population. Journal of the American Statistical Association 91 (1996) 217-221
    • (1996) Journal of the American Statistical Association , vol.91 , pp. 217-221
    • Verbeke, G.1    Lesaffre, E.2
  • 53
    • 0031555662 scopus 로고    scopus 로고
    • The effect of misspecifying the random-effects distribution in linear mixed models for longitudinal data
    • Verbeke G., and Lesaffre E. The effect of misspecifying the random-effects distribution in linear mixed models for longitudinal data. Computational Statistics and Data Analysis 23 (1997) 541-556
    • (1997) Computational Statistics and Data Analysis , vol.23 , pp. 541-556
    • Verbeke, G.1    Lesaffre, E.2
  • 54
    • 0000472582 scopus 로고    scopus 로고
    • Hierarchical generalized linear models and frailty models with Bayesian nonparametric mixing
    • Walker S.G., and Mallick B.K. Hierarchical generalized linear models and frailty models with Bayesian nonparametric mixing. Journal of the Royal Statistical Society, Series B 59 (1997) 845-860
    • (1997) Journal of the Royal Statistical Society, Series B , vol.59 , pp. 845-860
    • Walker, S.G.1    Mallick, B.K.2
  • 55
    • 0043287485 scopus 로고    scopus 로고
    • Nonparametric mixed-effects models for repeated binary data arising in serial dilution assays: An application to estimating viral burden in AIDS
    • Zackin R., De Gruttola V., and Laird N. Nonparametric mixed-effects models for repeated binary data arising in serial dilution assays: An application to estimating viral burden in AIDS. Journal of the American Statistical Association 91 (1996) 52-61
    • (1996) Journal of the American Statistical Association , vol.91 , pp. 52-61
    • Zackin, R.1    De Gruttola, V.2    Laird, N.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.