Literature DB >> 24302849

Models and Strategies for Factor Mixture Analysis: An Example Concerning the Structure Underlying Psychological Disorders.

Shaunna L Clark1, Bengt Muthén, Jaakko Kaprio, Brian M D'Onofrio, Richard Viken, Richard J Rose.   

Abstract

The factor mixture model (FMM) uses a hybrid of both categorical and continuous latent variables. The FMM is a good model for the underlying structure of psychopathology because the use of both categorical and continuous latent variables allows the structure to be simultaneously categorical and dimensional. This is useful because both diagnostic class membership and the range of severity within and across diagnostic classes can be modeled concurrently. While the conceptualization of the FMM has been explained in the literature, the use of the FMM is still not prevalent. One reason is that there is little research about how such models should be applied in practice and, once a well fitting model is obtained, how it should be interpreted. In this paper, the FMM will be explored by studying a real data example on conduct disorder. By exploring this example, this paper aims to explain the different formulations of the FMM, the various steps in building a FMM, as well as how to decide between a FMM and alternative models.

Entities:  

Year:  2013        PMID: 24302849      PMCID: PMC3844130          DOI: 10.1080/10705511.2013.824786

Source DB:  PubMed          Journal:  Struct Equ Modeling        ISSN: 1070-5511            Impact factor:   6.125


  12 in total

1.  Statistical and substantive checking in growth mixture modeling: comment on Bauer and Curran (2003).

Authors:  Bengt Muthén
Journal:  Psychol Methods       Date:  2003-09

2.  Distributional assumptions of growth mixture models: implications for overextraction of latent trajectory classes.

Authors:  Daniel J Bauer; Patrick J Curran
Journal:  Psychol Methods       Date:  2003-09

3.  An empirical evaluation of alternative methods of estimation for confirmatory factor analysis with ordinal data.

Authors:  David B Flora; Patrick J Curran
Journal:  Psychol Methods       Date:  2004-12

4.  Investigating population heterogeneity with factor mixture models.

Authors:  Gitta H Lubke; Bengt Muthén
Journal:  Psychol Methods       Date:  2005-03

5.  Advances in behavioral genetics modeling using Mplus: applications of factor mixture modeling to twin data.

Authors:  Bengt Muthén; Tihomir Asparouhov; Irene Rebollo
Journal:  Twin Res Hum Genet       Date:  2006-06       Impact factor: 1.587

6.  Item response mixture modeling: application to tobacco dependence criteria.

Authors:  Bengt Muthen; Tihomir Asparouhov
Journal:  Addict Behav       Date:  2006-05-03       Impact factor: 3.913

Review 7.  Should substance use disorders be considered as categorical or dimensional?

Authors:  Bengt Muthén
Journal:  Addiction       Date:  2006-09       Impact factor: 6.526

8.  Developmental sequence from disruptive behavior diagnosis to adolescent alcohol dependence.

Authors:  S Kuperman; S S Schlosser; J R Kramer; K Bucholz; V Hesselbrock; T Reich; W Reich
Journal:  Am J Psychiatry       Date:  2001-12       Impact factor: 18.112

9.  Exploring the Latent Structures of Psychological Constructs in Social Development Using the Dimensional-Categorical Spectrum.

Authors:  Katherine E Masyn; Craig E Henderson; Paul E Greenbaum
Journal:  Soc Dev       Date:  2010-08

10.  Distinguishing between latent classes and continuous factors with categorical outcomes: Class invariance of parameters of factor mixture models.

Authors:  Gitta Lubke; Michael Neale
Journal:  Multivariate Behav Res       Date:  2008-10       Impact factor: 5.923

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  42 in total

1.  Exploring sources of construct-relevant multidimensionality in psychiatric measurement: A tutorial and illustration using the Composite Scale of Morningness.

Authors:  Alexandre J S Morin; A Katrin Arens; Antoine Tran; Hervé Caci
Journal:  Int J Methods Psychiatr Res       Date:  2015-08-12       Impact factor: 4.035

2.  Quantifying the Optimal Structure of the Autism Phenotype: A Comprehensive Comparison of Dimensional, Categorical, and Hybrid Models.

Authors:  Hyunsik Kim; Cara Keifer; Craig Rodriguez-Seijas; Nicholas Eaton; Matthew Lerner; Kenneth Gadow
Journal:  J Am Acad Child Adolesc Psychiatry       Date:  2018-10-29       Impact factor: 8.829

3.  Refining the phenotype of borderline personality disorder: Diagnostic criteria and beyond.

Authors:  Michael N Hallquist; Paul A Pilkonis
Journal:  Personal Disord       Date:  2012-07

4.  Quantifying Research Domain Criteria Social Communication Subconstructs Using the Social Communication Questionnaire in Youth.

Authors:  Mirko Uljarević; Thomas W Frazier; Jennifer M Phillips; Booil Jo; Sandy Littlefield; Antonio Y Hardan
Journal:  J Clin Child Adolesc Psychol       Date:  2020-01-10

5.  Identification of anxiety sensitivity classes and clinical cut-scores in a sample of adult smokers: results from a factor mixture model.

Authors:  Nicholas P Allan; Amanda M Raines; Daniel W Capron; Aaron M Norr; Michael J Zvolensky; Norman B Schmidt
Journal:  J Anxiety Disord       Date:  2014-07-19

6.  Reward and relief dimensions of temptation to drink: construct validity and role in predicting differential benefit from acamprosate and naltrexone.

Authors:  Corey R Roos; Karl Mann; Katie Witkiewitz
Journal:  Addict Biol       Date:  2016-08-02       Impact factor: 4.280

7.  Comparing factor, class, and mixture models of cannabis initiation and DSM cannabis use disorder criteria, including craving, in the Brisbane longitudinal twin study.

Authors:  Thomas S Kubarych; Kenneth S Kendler; Steven H Aggen; Ryne Estabrook; Alexis C Edwards; Shaunna L Clark; Nicholas G Martin; Ian B Hickie; Michael C Neale; Nathan A Gillespie
Journal:  Twin Res Hum Genet       Date:  2014-03-03       Impact factor: 1.587

8.  The structure and predictive validity of the internalizing disorders.

Authors:  Nicholas R Eaton; Robert F Krueger; Kristian E Markon; Katherine M Keyes; Andrew E Skodol; Melanie Wall; Deborah S Hasin; Bridget F Grant
Journal:  J Abnorm Psychol       Date:  2012-08-20

9.  The structure of psychopathology: toward an expanded quantitative empirical model.

Authors:  Aidan G C Wright; Robert F Krueger; Megan J Hobbs; Kristian E Markon; Nicholas R Eaton; Tim Slade
Journal:  J Abnorm Psychol       Date:  2012-10-15

10.  ICD-11 Complex PTSD in US National and Veteran Samples: Prevalence and Structural Associations with PTSD.

Authors:  Erika J Wolf; Mark W Miller; Dean Kilpatrick; Heidi S Resnick; Christal L Badour; Brian P Marx; Terence M Keane; Raymond C Rosen; Matthew J Friedman
Journal:  Clin Psychol Sci       Date:  2015-03
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