Statistical and substantive checking in growth mixture modeling:: Comment on Bauer and Curran (2003)

被引:557
作者
Muthén, B [1 ]
机构
[1] Univ Calif Los Angeles, Social Res Methodol Div, Grad Sch Educ & Informat Studies, Los Angeles, CA 90095 USA
关键词
D O I
10.1037/1082-989X.8.3.369
中图分类号
B84 [心理学];
学科分类号
04 ; 0402 ;
摘要
This commentary discusses the D. J. Bauer and P. J. Curran (2003) investigation of growth mixture modeling. Single-class modeling of nonnormal outcomes is compared with modeling with multiple latent trajectory classes. New statistical tests of multiple-class models are discussed. Principles for substantive investigation of growth mixture model results are presented and illustrated by an example of high school dropout predicted by low mathematics achievement development in Grades 7-10.
引用
收藏
页码:369 / 377
页数:9
相关论文
共 18 条
  • [1] Bartholomew D. J., 1999, LATENT VARIABLE MODE
  • [2] Distributional assumptions of growth mixture models: Implications for overextraction of latent trajectory classes
    Bauer, DJ
    Curran, PJ
    [J]. PSYCHOLOGICAL METHODS, 2003, 8 (03) : 338 - 363
  • [3] Changes in brain function of depressed subjects during treatment with placebo
    Leuchter, AF
    Cook, IA
    Witte, EA
    Morgan, M
    Abrams, M
    [J]. AMERICAN JOURNAL OF PSYCHIATRY, 2002, 159 (01) : 122 - 129
  • [4] Latent class models for joint analysis of longitudinal biomarker and event process data: Application to longitudinal prostate-specific antigen readings and prostate cancer
    Lin, HQ
    Turnbull, BW
    McCulloch, CE
    Slate, EH
    [J]. JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 2002, 97 (457) : 53 - 65
  • [5] Testing the number of components in a normal mixture
    Lo, YT
    Mendell, NR
    Rubin, DB
    [J]. BIOMETRIKA, 2001, 88 (03) : 767 - 778
  • [6] MASYN K, 2002, M SOC PREV RES SEATT
  • [7] McLachlan GJ, 2000, WILEY SER PROB STAT, DOI 10.1002/0471721182
  • [8] Molenaar P.C. M., 1994, Analysis of latent variables in developmental research, P226
  • [9] Muth?n L.K., 1998, MPLUS USERS GUIDE
  • [10] Muthen, 2002, Behaviormetrika, V29, P81, DOI DOI 10.2333/BHMK.29.81