Literature DB >> 26734847

Modeling Individual Differences in Within-Person Variation of Negative and Positive Affect in a Mixed Effects Location Scale Model Using BUGS/JAGS.

Philippe Rast1, Scott M Hofer1, Catharine Sparks1.   

Abstract

A mixed effects location scale model was used to model and explain individual differences in within-person variability of negative and positive affect across 7 days (N=178) within a measurement burst design. The data come from undergraduate university students and are pooled from a study that was repeated at two consecutive years. Individual differences in level and change in mood was modeled with a random intercept and random slope where the residual within-person variability was allowed to vary across participants. Additionally changes in within-person variability were explained by the inclusion of a time-varying predictor indicating the severity of daily stressors. This model accounted for 2 location and 2 scale effects and provided evidence that individuals who reported higher severity in daily stressors also exhibited greater variability in affect-but only for participants who showed low overall affect variability and who reported low average negative affect. Those who were more variable in their affect reports overall were less reactive to daily stressors in the sense that their high levels of affect variability remained high. We describe the utility of this model for further research on individual variation and change.

Entities:  

Year:  2012        PMID: 26734847     DOI: 10.1080/00273171.2012.658328

Source DB:  PubMed          Journal:  Multivariate Behav Res        ISSN: 0027-3171            Impact factor:   5.923


  14 in total

1.  Modeling long-term changes in daily within-person associations: An application of multilevel SEM.

Authors:  Jonathan Rush; Philippe Rast; David M Almeida; Scott M Hofer
Journal:  Psychol Aging       Date:  2019-02-07

2.  Bayesian mixed-effects location and scale models for multivariate longitudinal outcomes: an application to ecological momentary assessment data.

Authors:  Kush Kapur; Xue Li; Emily A Blood; Donald Hedeker
Journal:  Stat Med       Date:  2014-11-20       Impact factor: 2.373

3.  Partitioning the Variability of Daily Emotion Dynamics in Dyadic Interactions with a Mixed-Effects Location Scale Model.

Authors:  Emilio Ferrer; Philippe Rast
Journal:  Curr Opin Behav Sci       Date:  2017-05-21

4.  A Closer Look at Relationship Structures: Relationship Satisfaction and Attachment Among People Who Practice Hierarchical and Non-Hierarchical Polyamory.

Authors:  Sharon M Flicker; Flavia Sancier-Barbosa; Amy C Moors; Lindsay Browne
Journal:  Arch Sex Behav       Date:  2021-05-06

5.  A Bayesian nonlinear mixed-effects location scale model for learning.

Authors:  Donald R Williams; Daniel R Zimprich; Philippe Rast
Journal:  Behav Res Methods       Date:  2019-10

6.  A new frontier for studying within-person variability: Bayesian multivariate generalized autoregressive conditional heteroskedasticity models.

Authors:  Philippe Rast; Stephen R Martin; Siwei Liu; Donald R Williams
Journal:  Psychol Methods       Date:  2020-10-01

7.  A 3-level Bayesian mixed effects location scale model with an application to ecological momentary assessment data.

Authors:  Xiaolei Lin; Robin J Mermelstein; Donald Hedeker
Journal:  Stat Med       Date:  2018-02-26       Impact factor: 2.373

8.  Variability in Hourly Activity Levels: Statistical Noise or Insight Into Older Adult Frailty?

Authors:  Megan Huisingh-Scheetz; Kristen Wroblewski; Linda Waite; Elbert S Huang; L Philip Schumm; Donald Hedeker
Journal:  J Gerontol A Biol Sci Med Sci       Date:  2021-08-13       Impact factor: 6.053

9.  WiSER: Robust and scalable estimation and inference of within-subject variances from intensive longitudinal data.

Authors:  Christopher A German; Janet S Sinsheimer; Jin Zhou; Hua Zhou
Journal:  Biometrics       Date:  2021-06-18       Impact factor: 2.571

10.  Joint Modeling of Individual Trajectories, Within-Individual Variability, and a Later Outcome: Systolic Blood Pressure Through Childhood and Left Ventricular Mass in Early Adulthood.

Authors:  Richard M A Parker; George Leckie; Harvey Goldstein; Laura D Howe; Jon Heron; Alun D Hughes; David M Phillippo; Kate Tilling
Journal:  Am J Epidemiol       Date:  2021-04-06       Impact factor: 4.897

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