An introduction to latent class growth analysis and growth mixture modeling.
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Summary
The purpose of this paper is to provide an overview of LCGA and GMM, compare the different techniques of latent growth modeling, discuss current debates and issues, and provide readers with a practical guide for conducting LCGA or GMM using the Mplus software.
- Type
- article
- Published
- 2008-01-01
- Cited by
- 3,137
- References
- 22
- OpenAlex
- https://openalex.org/W2118079952
- Semantic Scholar
- https://api.semanticscholar.org/CorpusID:8422069
Keywords
Latent class model, Mixture model, Latent growth modeling, Homogeneous, Psychology
References
- Advances in Latent Variable Mixture Models
- The Sage handbook of quantitative methodology for the social sciences
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- A SAS Procedure Based on Mixture Models for Estimating Developmental Trajectories
- Mixture or homogeneous? Comment on Bauer and Curran (2003).
- Testing the number of components in a normal mixture
- AGE, CRIMINAL CAREERS, AND POPULATION HETEROGENEITY: SPECIFICATION AND ESTIMATION OF A NONPARAMETRIC, MIXED POISSON MODEL*
- Deciding on the Number of Classes in Latent Class Analysis and Growth Mixture Modeling: A Monte Carlo Simulation Study
- Confidence Intervals of the Attributable Risk under Cross-Sectional Sampling with Confounders
- Statistical and substantive checking in growth mixture modeling: comment on Bauer and Curran (2003).
- Early adult outcomes of adolescent binge drinking: person- and variable-centered analyses of binge drinking trajectories.
- Local solutions in the estimation of growth mixture models.
- Exploratory latent structure analysis using both identifiable and unidentifiable models
- Distributional assumptions of growth mixture models: implications for overextraction of latent trajectory classes.
- Overextraction of latent trajectory classes: Much ado about nothing? Reply to Rindskopf (2003), Muthén (2003), and Cudeck and Henly (2003)
- Integrating person-centered and variable-centered analyses: growth mixture modeling with latent trajectory classes.
- Applications of structural equation modeling in psychological research.
- Hierarchical Linear Models: Applications and Data Analysis Methods
- Longitudinal modeling of population heterogeneity: Methodological challenges to the analysis of empirically derived criminal trajectory profiles
- Interindividual differences in intraindividual change.
Cited by
- Trajectories of global self-esteem development during adolescence.
- Investigating trajectories of change in psychological distress amongst patients with depression and generalised anxiety disorder treated with internet cognitive behavioural therapy.
- Using latent class growth analysis to identify childhood wheeze phenotypes in an urban birth cohort
- Prediction of Stroke Motor Recovery Using Reflex Stiffness Measures at One Month
- A day-centered approach to modeling cortisol: Diurnal cortisol profiles and their associations among U.S. adults
- The evolution of supportive care needs trajectories in women with advanced breast cancer during the 12 months following diagnosis
- Perceptions of change and certainty regarding the self-as-exerciser: a multistudy report.
- Posttraumatic stress in deployed Marines: prospective trajectories of early adaptation.
- Psychopathy Factor Interactions and Co-Occurring Psychopathology: Does Measurement Approach Matter?
- Trajectories of Perceived Social Support Among Low-Income Female Survivors of Hurricane Katrina
- Early adversity, psychopathology, and latent class profiles of global physical health from preschool through early adolescence
- "Mental retirement?" Trajectories of work engagement preceding retirement among older workers.
- Ten-Year Trajectories of Stressors and Resources at Work: Cumulative and Chronic Effects on Health and Well-Being
- CHI: A contemporaneous health index for degenerative disease monitoring using longitudinal measurements
- Heterogeneity in development of aspects of working memory predicts longitudinal ADHD symptom change
- Trajectories of musculoskeletal pain from adolescence to middle age: the role of early depressive symptoms, a 27-year follow-up of the Northern Swedish Cohort
- Eight-Year Follow-up of Hypnotic Delivery by Adults Aged 50 and Older from an Insurance Database
- Body Mass Index Trajectories from Adolescence to Early Young Adulthood: Do Adverse Life Events Play a Role?
- Classifying and characterizing the development of adaptive behavior in a naturalistic longitudinal study of young children with autism
- Associations Between Marijuana Use Trajectories and Educational and Occupational Success in Young Adulthood
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