The analysis of multivariate longitudinal data: A review

被引：201

作者：

Verbeke, Geert ^{[1
,2
]}

Fieuws, Steffen ^{[1
]}

Molenberghs, Geert ^{[1
,2
]}

Davidian, Marie ^{[3
]}

机构：

[1] Katholieke Univ Leuven, Interuniv Inst Biostat & Stat Bioinformat, B-3000 Louvain, Belgium

[2] Univ Hasselt, Interuniv Inst Biostat & Stat Bioinformat, B-3590 Diepenbeek, Belgium

[3] N Carolina State Univ, Dept Stat, Raleigh, NC 27695 USA

来源：

STATISTICAL METHODS IN MEDICAL RESEARCH | 2014年 / 23卷 / 01期

关键词：

Mixed models; random effects; shared parameters; marginal models; conditional models; latent variables; ANALYZING DEVELOPMENTAL TRAJECTORIES; COMPOSITE LIKELIHOOD APPROACH; CORRELATED BINARY REGRESSION; RANDOM-EFFECTS MODELS; MIXED-EFFECTS MODELS; LATENT CURVE MODELS; COVARIANCE-STRUCTURES; HEARING THRESHOLDS; COMPONENT ANALYSIS; 3-MODE MODELS;

D O I：

10.1177/0962280212445834

中图分类号：

R19 [保健组织与事业（卫生事业管理）];

学科分类号：

摘要：

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.

引用

页码：42 / 59

页数：18

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