
The analysis of multivariate longitudinal data: a review.
Publication
, Journal Article
Verbeke, G; Fieuws, S; Molenberghs, G; Davidian, M
Published in: Stat Methods Med Res
February 2014
Longitudinal experiments often involve multiple outcomes measured repeatedly within a set of study participants. While many questions can be answered by modeling the various outcomes separately, some questions can only be answered in a joint analysis of all of them. In this article, we will present a review of the many approaches proposed in the statistical literature. Four main model families will be presented, discussed and compared. Focus will be on presenting advantages and disadvantages of the different models rather than on the mathematical or computational details.
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Published In
Stat Methods Med Res
DOI
EISSN
1477-0334
Publication Date
February 2014
Volume
23
Issue
1
Start / End Page
42 / 59
Location
England
Related Subject Headings
- Statistics & Probability
- Multivariate Analysis
- Models, Statistical
- Longitudinal Studies
- Humans
- Hearing
- 4905 Statistics
- 4202 Epidemiology
- 1117 Public Health and Health Services
- 0104 Statistics
Citation
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Chicago
ICMJE
MLA
NLM
Verbeke, G., Fieuws, S., Molenberghs, G., & Davidian, M. (2014). The analysis of multivariate longitudinal data: a review. Stat Methods Med Res, 23(1), 42–59. https://doi.org/10.1177/0962280212445834
Verbeke, Geert, Steffen Fieuws, Geert Molenberghs, and Marie Davidian. “The analysis of multivariate longitudinal data: a review.” Stat Methods Med Res 23, no. 1 (February 2014): 42–59. https://doi.org/10.1177/0962280212445834.
Verbeke G, Fieuws S, Molenberghs G, Davidian M. The analysis of multivariate longitudinal data: a review. Stat Methods Med Res. 2014 Feb;23(1):42–59.
Verbeke, Geert, et al. “The analysis of multivariate longitudinal data: a review.” Stat Methods Med Res, vol. 23, no. 1, Feb. 2014, pp. 42–59. Pubmed, doi:10.1177/0962280212445834.
Verbeke G, Fieuws S, Molenberghs G, Davidian M. The analysis of multivariate longitudinal data: a review. Stat Methods Med Res. 2014 Feb;23(1):42–59.

Published In
Stat Methods Med Res
DOI
EISSN
1477-0334
Publication Date
February 2014
Volume
23
Issue
1
Start / End Page
42 / 59
Location
England
Related Subject Headings
- Statistics & Probability
- Multivariate Analysis
- Models, Statistical
- Longitudinal Studies
- Humans
- Hearing
- 4905 Statistics
- 4202 Epidemiology
- 1117 Public Health and Health Services
- 0104 Statistics