Flexible modeling via a hybrid estimation scheme in generalized mixed models for longitudinal data

Biometrics

Volumn 62, Issue 1, 2006, Pages 159-167

  Leung Lai, Tze ^a   Shih, Mei Chiung ^b   Wong, Samuel Po Shing ^c  

^a STANFORD UNIVERSITY   (United States)

^b HARVARD SCHOOL OF PUBLIC HEALTH   (United States)

^c HONG KONG UNIVERSITY OF SCIENCE AND TECHNOLOGY   (Hong Kong)

Author keywords

Double exponential family; Generalized mixed models; Hybrid method; Longitudinal data; Regression splines

Indexed keywords

LAPLACE TRANSFORMS; REGRESSION ANALYSIS;

DOUBLE EXPONENTIAL; DOUBLE EXPONENTIAL FAMILY; EXPONENTIAL FAMILY; FLEXIBLE MODEL; GENERALIZED MIXED MODEL; HYBRID METHOD; LAPLACE'S APPROXIMATION; LONGITUDINAL DATA; MIXED MODELING; REGRESSION SPLINES;

IMPORTANCE SAMPLING;

FLY; HYBRIDIZATION; MAXIMUM LIKELIHOOD ANALYSIS; METHODOLOGY;

ARTICLE; CALCULATION; HYBRID; MATHEMATICAL COMPUTING; MATHEMATICAL MODEL; STATISTICAL ANALYSIS;

DROSOPHILA MELANOGASTER;

EID: 33645055635     PISSN: 0006341X     EISSN: 15410420     Source Type: Journal    
DOI: 10.1111/j.1541-0420.2005.00391.x     Document Type: Article

References (15)

1. Breslow N. E. and Clayton D. G. 1993 Approximate inference in generalized linear mixed models Journal of the American Statistical Association 88 9 25
2. Carey J. R. Liedo P. Müller H. G. Wang J. L. and Chiou J. M. 1998 Relationship of age patterns of fecundity to mortality, longevity, and lifetime reproduction in a large cohort of Mediterranean fruit fly females Journal of Gerontology: Biological Sciences 53A B245 B251
3. Chiou J. M. Müller H. G. Wang J. L. and Carey J. R. 2003 A functional multiplicative effects model for longitudinal data, with application to reproductive histories of female medflies Statistica Sinica 13 1119 1133
4. Efron B. 1986 Double exponential families and their use in generalized linear regression Journal of the American Statistical Association 81 709 721
5. Hastie T. and Tibshirani R. 1990 Generalized Additive Models London Chapman and Hall
6. Jorgensen B. 1987 Exponential dispersion models (with discussion) Journal of the Royal Statistical Society, Series B 49 127 162
7. Kooperberg C. Stone C. J. and Troung Y. K. 1995 Hazard regression Journal of the American Statistical Association 90 78 94
8. Kooperberg C. Bose S. and Stone C. J. 1997 Polychotomous regression Journal of the American Statistical Association 92 117 127
9. Lai T. L. and Shih M. C. 2003 A hybrid estimator in nonlinear and generalised linear mixed effects models Biometrika 90 859 879
10. Lee Y. and Nelder J. A. 1996 Hierarchical generalized linear models (with discussion) Journal of the Royal Statistical Society, Series B 58 619 678
11. Lin X. and Zhang D. 1999 Inference in generalized additive mixed models by using smoothing splines Journal of the Royal Statistical Society, Series B 61 381 400
12. McCullagh P. and Nelder J. A. 1989 Generalized Linear Models London Chapman and Hall
13. Schwarz G. 1978 Estimating the dimension of a model Annals of Statistics 6 461 464
14. Stone C. J. 1994 The use of polynomial splines and their tensor products in multivariate function estimation Annals of Statistics 22 118 184
15. Wahba G. 1983 Bayesian "confidence intervals" for the cross-validated smoothing spline Journal of the Royal Statistical Society, Series B 45 133 150