Multilevel Heterogeneous Factor Analysis and Application to Ecological Momentary Assessment

被引:0
|
作者
Junhao Pan
Edward Haksing Ip
Laurette Dubé
机构
[1] Sun Yat-sen University,Department of Psychology
[2] Wake Forest School of Medicine,Desautels Faculty of Management
[3] McGill University,undefined
来源
Psychometrika | 2020年 / 85卷
关键词
confirmatory factor analysis; ecological momentary assessment; residual covariance matrix; random effects; MCMC methods;
D O I
暂无
中图分类号
学科分类号
摘要
Ansari et al. (Psychometrika 67:49–77, 2002) applied a multilevel heterogeneous model for confirmatory factor analysis to repeated measurements on individuals. While the mean and factor loadings in this model vary across individuals, its factor structure is invariant. Allowing the individual-level residuals to be correlated is an important means to alleviate the restriction imposed by configural invariance. We relax the diagonality assumption of residual covariance matrix and estimate it using a formal Bayesian Lasso method. The approach improves goodness of fit and avoids ad hoc one-at-a-time manipulation of entries in the covariance matrix via modification indexes. We illustrate the approach using simulation studies and real data from an ecological momentary assessment.
引用
收藏
页码:75 / 100
页数:25
相关论文
共 50 条
  • [1] Multilevel Heterogeneous Factor Analysis and Application to Ecological Momentary Assessment
    Pan, Junhao
    Ip, Edward Haksing
    Dube, Laurette
    [J]. PSYCHOMETRIKA, 2020, 85 (01) : 75 - 100
  • [2] The Application of Ecological Momentary Assessment to the Study of Compulsive Buying
    Silbermann, Andrea
    Henkel, Andreas
    Mueller, Astrid
    de Zwaan, Martina
    [J]. PSYCHOTHERAPIE PSYCHOSOMATIK MEDIZINISCHE PSYCHOLOGIE, 2008, 58 (12) : 454 - 461
  • [3] The application of ecological momentary assessment to the study of night eating
    Boseck, Justin J.
    Engel, Scott G.
    Allison, Kelly C.
    Crosby, Ross D.
    Mitchell, James E.
    de Zwaan, Martina
    [J]. INTERNATIONAL JOURNAL OF EATING DISORDERS, 2007, 40 (03) : 271 - 276
  • [4] Application of ecological momentary assessment in workplace health evaluation
    Engelen, Lina
    Chaua, Josephine Y.
    Burks-Young, Sarah
    Bauman, Adrian
    [J]. HEALTH PROMOTION JOURNAL OF AUSTRALIA, 2016, 27 (03) : 259 - 263
  • [5] Ecological momentary assessment
    Shiffman, Saul
    Stone, Arthur A.
    Hufford, Michael R.
    [J]. ANNUAL REVIEW OF CLINICAL PSYCHOLOGY, 2008, 4 : 1 - 32
  • [6] Modeling mood variation associated with smoking: an application of a heterogeneous mixed-effects model for analysis of ecological momentary assessment (EMA) data
    Hedeker, Donald
    Mermelstein, Robin J.
    Berbaum, Michael L.
    Campbell, Richard T.
    [J]. ADDICTION, 2009, 104 (02) : 297 - 307
  • [7] The Questionable Ecological Validity of Ecological Momentary Assessment: Considerations for Design and Analysis
    Ram, Nilam
    Brinberg, Miriam
    Pincus, Aaron L.
    Conroy, David E.
    [J]. RESEARCH IN HUMAN DEVELOPMENT, 2017, 14 (03) : 253 - 270
  • [8] Application of ecological momentary assessment in stress-related diseases
    Yoshiuchi K.
    Yamamoto Y.
    Akabayashi A.
    [J]. BioPsychoSocial Medicine, 2 (1)
  • [9] Regression tree analysis of ecological momentary assessment data
    Richardson, Ben
    Fuller-Tyszkiewicz, Matthew
    O'Donnell, Renee
    Ling, Mathew
    Staiger, Petra K.
    [J]. HEALTH PSYCHOLOGY REVIEW, 2017, 11 (03) : 235 - 241
  • [10] Analysis of Affective Instability in Ecological Momentary Assessment: Indices Using Successive Difference and Group Comparison via Multilevel Modeling
    Jahng, Seungmin
    Wood, Phillip K.
    Trull, Timothy J.
    [J]. PSYCHOLOGICAL METHODS, 2008, 13 (04) : 354 - 375