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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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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.
Journal cover image

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