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Sparse Pairwise Likelihood Estimation for Multivariate Longitudinal Mixed Models

Hui, Francis; Muller, Samuel; Welsh, Alan


It is becoming increasingly common in longitudinal studies to collect and analyze data on multiple responses. For example, in the social sciences we may be interested in uncovering the factors driving mental health of individuals over time, where mental health is measured using a set of questionnaire items. One approach to analyzing such multi-dimensional data is multivariate mixed models, an extension of the standard univariate mixed model to handle multiple responses. Estimating multivariate...[Show more]

CollectionsANU Research Publications
Date published: 2018
Type: Journal article
Source: Journal of the American Statistical Association
DOI: 10.1080/01621459.2017.1371026
Access Rights: Open Access


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