© 1986 by Biometrika Trust
Longitudinal data analysis using generalized linear models
Department of Biostatistics, Johns Hopkins University Baltimore, Maryland 21205, U.S.A.
This paper proposes an extension of generalized linear models to the analysis of longitudinal data. We introduce a class of estimating equations that give consistent estimates of the regression parameters and of their variance under mild assumptions about the time dependence. The estimating equations are derived without specifying the joint distribution of a subject's observations yet they reduce to the score equations for niultivariate Gaussian outcomes. Asymptotic theory is presented for the general class of estimators. Specific cases in which we assume independence, m-dependence and exchangeable correlation structures from each subject are discussed. Efficiency of the pioposecl estimators in two simple situations is considered. The approach is closely related to quasi-likelihood.
Key Words: Estimating equation Generalized linear model Longitudinal data Quasi-likelihood Repeated measures
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J. Byles, C. J. Millar, D. W. Sibbritt, and P. Chiarelli Living with urinary incontinence: a longitudinal study of older women Age Ageing, May 1, 2009; 38(3): 333 - 338. [Abstract] [Full Text] [PDF] |
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C. F. Aragon, M. Mendez, and A. Escudero Survival costs of reproduction in a short-lived perennial plant: Live hard, die young Am. J. Botany, May 1, 2009; 96(5): 904 - 911. [Abstract] [Full Text] [PDF] |
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S. A. Halim, J. Mulgund, A. Y. Chen, M. T. Roe, E. D. Peterson, W. B. Gibler, E. M. Ohman, and L. K. Newby Use of Guidelines-Recommended Management and Outcomes Among Women and Men With Low-Level Troponin Elevation: Insights From CRUSADE Circ Cardiovasc Qual Outcomes, May 1, 2009; 2(3): 199 - 206. [Abstract] [Full Text] [PDF] |
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Y Wang, A Lu, J Gil-Flamer, O Tan, J A Izatt, and D Huang Measurement of total blood flow in the normal human retina using Doppler Fourier-domain optical coherence tomography Br J Ophthalmol, May 1, 2009; 93(5): 634 - 637. [Abstract] [Full Text] [PDF] |
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S. Subherwal, R. G. Bach, A. Y. Chen, B. F. Gage, S. V. Rao, L. K. Newby, T. Y. Wang, W. B. Gibler, E. M. Ohman, M. T. Roe, et al. Baseline Risk of Major Bleeding in Non-ST-Segment-Elevation Myocardial Infarction: The CRUSADE (Can Rapid risk stratification of Unstable angina patients Suppress ADverse outcomes with Early implementation of the ACC/AHA guidelines) Bleeding Score Circulation, April 14, 2009; 119(14): 1873 - 1882. [Abstract] [Full Text] [PDF] |
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The American Lung Association Asthma Clinical Rese Efficacy of Esomeprazole for Treatment of Poorly Controlled Asthma N. Engl. J. Med., April 9, 2009; 360(15): 1487 - 1499. [Abstract] [Full Text] [PDF] |
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B. Resnick, A. L. Gruber-Baldini, E. Galik, I. Pretzer-Aboff, K. Russ, J. R. Hebel, and S. Zimmerman Changing the Philosophy of Care in Long-Term Care: Testing of the Restorative Care Intervention Gerontologist, April 6, 2009; (2009) gnp026v1. [Abstract] [Full Text] [PDF] |
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