Longitudinal Models for Studying Multivariate Changes and Dynamics

被引：3

作者：

Ferrer, Emilio ^{[1
]}

Gonzales, Joseph E. ^{[1
]}

机构：

[1] Univ Calif Davis, Dept Psychol, Davis, CA 95616 USA

来源：

ANNALS OF NUTRITION AND METABOLISM | 2014年 / 65卷 / 2-3期

基金：

美国国家科学基金会;

关键词：

Developmental processes; Dynamic systems; Longitudinal methods; Quantitative analysis; Statistics; GROWTH CURVE MODELS; LATENT; ACHIEVEMENT; HYPOTHESES; MOTIVATION; CHILDHOOD; POWER;

D O I：

10.1159/000365581

中图分类号：

R5 [内科学];

学科分类号：

1002 ; 100201 ;

摘要：

In this paper, we describe a longitudinal modeling approach for examining multivariate changes and dynamics. This technique is based on latent change scores and is executed using a structural equation modeling framework. We provide an overview of the model, describing desirable features for identifying dynamics among multiple processes. We then illustrate its application using empirical data consisting of longitudinal processes and conclude the paper with some potential steps for advancing the modeling possibilities. (C) 2014 S. Karger AG, Basel

引用

页码：184 / 197

页数：14

共 50 条

[31] Optimal designs for multivariate logistic mixed models with longitudinal data
Jiang, Hong-Yan
Yue, Rong-Xian
Zhou, Xiao-Dong
COMMUNICATIONS IN STATISTICS-THEORY AND METHODS, 2019, 48 (04) : 850 - 864
[32] Marginalized random effects models for multivariate longitudinal binary data
Lee, Keunbaik
Joo, Yongsung
Yoo, Jae Keun
Lee, JungBok
STATISTICS IN MEDICINE, 2009, 28 (08) : 1284 - 1300
[33] Sparse Pairwise Likelihood Estimation for Multivariate Longitudinal Mixed Models
Hui, Francis K. C.
Mueller, Samuel
Welsh, A. H.
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 2018, 113 (524) : 1759 - 1769
[34] Generalized linear latent models for multivariate longitudinal measurements mixed with hidden Markov models
Xia, Ye-Mao
Tang, Nian-Sheng
Gou, Jian-Wei
JOURNAL OF MULTIVARIATE ANALYSIS, 2016, 152 : 259 - 275
[35] Exploratory Approaches for Studying Social Interactions, Dynamics, and Multivariate Processes in Psychological Science
Ferrer, Emilio
MULTIVARIATE BEHAVIORAL RESEARCH, 2016, 51 (2-3) : 240 - 256
[36] STRUCTURAL-CHANGES IN MULTIVARIATE REGRESSION-MODELS
MOEN, DH
SALAZAR, D
BROEMELING, LD
COMMUNICATIONS IN STATISTICS-THEORY AND METHODS, 1985, 14 (08) : 1757 - 1768
[37] MIXTURE-MODELS FOR STUDYING STELLAR POPULATIONS .2. MULTIVARIATE FINITE MIXTURE-MODELS
NEMEC, JM
NEMEC, AFL
ASTRONOMICAL JOURNAL, 1993, 105 (04): : 1455 - 1471
[38] Pairwise fitting of mixed models for the joint modeling of multivariate longitudinal profiles
Fieuws, S
Verbeke, G
BIOMETRICS, 2006, 62 (02) : 424 - 431
[39] ESTIMATION IN MULTIVARIATE t LINEAR MIXED MODELS FOR MULTIPLE LONGITUDINAL DATA
Wang, Wan-Lun
Fan, Tsai-Hung
STATISTICA SINICA, 2011, 21 (04) : 1857 - 1880
[40] SEMIPARAMETRIC LATENT-CLASS MODELS FOR MULTIVARIATE LONGITUDINAL AND SURVIVAL DATA
Wong, Kin Yau
Zeng, Donglin
Lin, D. Y.
ANNALS OF STATISTICS, 2022, 50 (01): : 487 - 510

← 1 2 3 4 5 →