Literature DB >> 23761062

MIXREGLS: A Program for Mixed-Effects Location Scale Analysis.

Donald Hedeker1, Rachel Nordgren.   

Abstract

MIXREGLS is a program which provides estimates for a mixed-effects location scale model assuming a (conditionally) normally-distributed dependent variable. This model can be used for analysis of data in which subjects may be measured at many observations and interest is in modeling the mean and variance structure. In terms of the variance structure, covariates can by specified to have effects on both the between-subject and within-subject variances. Another use is for clustered data in which subjects are nested within clusters (e.g., clinics, hospitals, schools, etc.) and interest is in modeling the between-cluster and within-cluster variances in terms of covariates. MIXREGLS was written in Fortran and uses maximum likelihood estimation, utilizing both the EM algorithm and a Newton-Raphson solution. Estimation of the random effects is accomplished using empirical Bayes methods. Examples illustrating stand-alone usage and features of MIXREGLS are provided, as well as use via the SAS and R software packages.

Entities:  

Keywords:  Fortran; R; SAS; ecological momentary assessment; heteroscedasticity; intensive longitudinal data; mixed models; multilevel; variance modeling

Year:  2013        PMID: 23761062      PMCID: PMC3676904          DOI: 10.18637/jss.v052.i12

Source DB:  PubMed          Journal:  J Stat Softw        ISSN: 1548-7660            Impact factor:   6.440


  11 in total

Review 1.  Assessing psychological change in adulthood: an overview of methodological issues.

Authors:  Christopher Hertzog; John R Nesselroade
Journal:  Psychol Aging       Date:  2003-12

Review 2.  Intraindividual variability, change, and aging: conceptual and analytical issues.

Authors:  Mike Martin; Scott M Hofer
Journal:  Gerontology       Date:  2004 Jan-Feb       Impact factor: 5.140

3.  An application of a mixed-effects location scale model for analysis of Ecological Momentary Assessment (EMA) data.

Authors:  Donald Hedeker; Robin J Mermelstein; Hakan Demirtas
Journal:  Biometrics       Date:  2007-10-26       Impact factor: 2.571

4.  A mixed ordinal location scale model for analysis of Ecological Momentary Assessment (EMA) data.

Authors:  Donald Hedeker; Hakan Demirtas; Robin J Mermelstein
Journal:  Stat Interface       Date:  2009       Impact factor: 0.582

5.  MIXREG: a computer program for mixed-effects regression analysis with autocorrelated errors.

Authors:  D Hedeker; R D Gibbons
Journal:  Comput Methods Programs Biomed       Date:  1996-05       Impact factor: 5.428

6.  Imipramine: clinical effects and pharmacokinetic variability.

Authors:  N Reisby; L F Gram; P Bech; A Nagy; G O Petersen; J Ortmann; I Ibsen; S J Dencker; O Jacobsen; O Krautwald; I Sondergaard; J Christiansen
Journal:  Psychopharmacology (Berl)       Date:  1977-11-15       Impact factor: 4.530

7.  A random-effects ordinal regression model for multilevel analysis.

Authors:  D Hedeker; R D Gibbons
Journal:  Biometrics       Date:  1994-12       Impact factor: 2.571

8.  Modeling between-subject and within-subject variances in ecological momentary assessment data using mixed-effects location scale models.

Authors:  Donald Hedeker; Robin J Mermelstein; Hakan Demirtas
Journal:  Stat Med       Date:  2012-03-15       Impact factor: 2.373

Review 9.  Diary methods: capturing life as it is lived.

Authors:  Niall Bolger; Angelina Davis; Eshkol Rafaeli
Journal:  Annu Rev Psychol       Date:  2002-06-10       Impact factor: 24.137

10.  A three-level mixed-effects location scale model with an application to ecological momentary assessment data.

Authors:  Xue Li; Donald Hedeker
Journal:  Stat Med       Date:  2012-08-03       Impact factor: 2.373

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  15 in total

1.  Impact of alcohol use motives and internalizing symptoms on mood changes in response to drinking: An ecological momentary assessment investigation.

Authors:  Stephanie M Gorka; Donald Hedeker; Thomas M Piasecki; Robin Mermelstein
Journal:  Drug Alcohol Depend       Date:  2017-01-28       Impact factor: 4.492

2.  From Heterogeneity to Concentration: Latino Immigrant Neighborhoods and Collective Efficacy Perceptions in Los Angeles and Chicago.

Authors:  Christopher R Browning; Jonathan Dirlam; Bethany Boettner
Journal:  Soc Forces       Date:  2016-11-07

3.  How acute affect dynamics impact longitudinal changes in physical activity among children.

Authors:  Genevieve F Dunton; Wei-Lin Wang; Stephen S Intille; Eldin Dzubur; Aditya Ponnada; Donald Hedeker
Journal:  J Behav Med       Date:  2022-03-28

4.  Examining the Variability of Sleep Patterns during Treatment for Chronic Insomnia: Application of a Location-Scale Mixed Model.

Authors:  Jason C Ong; Donald Hedeker; James K Wyatt; Rachel Manber
Journal:  J Clin Sleep Med       Date:  2016-06-15       Impact factor: 4.062

5.  Mean level of positive affect moderates associations between volatility in positive affect, mental health, and alcohol consumption among mothers.

Authors:  Jaclyn P Maher; Chaelin K Ra; Adam M Leventhal; Donald Hedeker; Jimi Huh; Chih-Ping Chou; Genevieve F Dunton
Journal:  J Abnorm Psychol       Date:  2018-09-17

6.  Do fluctuations in positive affective and physical feeling states predict physical activity and sedentary time?

Authors:  Jaclyn P Maher; Eldin Dzubur; Rachel Nordgren; Jimi Huh; Chih-Ping Chou; Donald Hedeker; Genevieve F Dunton
Journal:  Psychol Sport Exerc       Date:  2018-02-05

7.  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

8.  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

9.  Feasibility of ecological momentary assessment to study depressive symptoms among cancer caregivers.

Authors:  Kelly M Shaffer; Philip I Chow; Jillian V Glazer; Tri Le; Matthew J Reilley; Mark J Jameson; Lee M Ritterband
Journal:  Psychooncology       Date:  2021-01-28       Impact factor: 3.894

10.  Intraindividual variability in sleep schedule: effects of an internet-based cognitive-behavioral therapy for insomnia program and its relation with symptom remission.

Authors:  Kelly M Shaffer; Donald Hedeker; Charles M Morin; Karen Ingersoll; Frances Thorndike; Lee M Ritterband
Journal:  Sleep       Date:  2020-12-14       Impact factor: 5.849

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