Title | The analysis of multivariate longitudinal data: a review. |
Publication Type | Journal Article |
Year of Publication | 2014 |
Authors | Verbeke, Geert, Steffen Fieuws, Geert Molenberghs, and Marie Davidian |
Journal | Stat Methods Med Res |
Volume | 23 |
Issue | 1 |
Pagination | 42-59 |
Date Published | 2014 Feb |
ISSN | 1477-0334 |
Keywords | Hearing, Humans, Longitudinal Studies, Models, Statistical, Multivariate Analysis |
Abstract | 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. |
DOI | 10.1177/0962280212445834 |
Alternate Journal | Stat Methods Med Res |
Original Publication | The analysis of multivariate longitudinal data: a review. |
PubMed ID | 22523185 |
PubMed Central ID | PMC3404254 |
Grant List | P01 CA142538-02 / CA / NCI NIH HHS / United States R01 CA085848 / CA / NCI NIH HHS / United States R37AI031789 / AI / NIAID NIH HHS / United States R37 AI031789 / AI / NIAID NIH HHS / United States R01 CA085848-12 / CA / NCI NIH HHS / United States P01 CA142538 / CA / NCI NIH HHS / United States R37 AI031789-21 / AI / NIAID NIH HHS / United States |
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