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Addressing Missing Data in Latent Class Analysis When Using a Three-Step Estimation Approach

Bibliographic Data

ID12424871
AuthorsSarah Depaoli (0000-0002-1277-0462, University of California, corresponding author), Fan Jia (0000-0003-3855-532X, University of California), Marieke Visser (0000-0003-3240-7801, University of California)
Year2024
Volume32
Issue2
Pages287-303
Publication date2024-10-29
Peer ReviewedYes
Open AccessYes
TypeARTICLE
VenueStructural Equation Modeling: A Multidisciplinary Journal (JOURNAL)
Journal identifiersISSN: 1070-5511 • E-ISSN: 1532-8007
PublisherTaylor & Francis (PUBLISHER • GB)
DOI10.1080/10705511.2024.2410240
OpenAlexW4403862531
LanguageEN
Citations received3
References cited60

Class (philosophy · Econometrics · Economics · Estimation · Latent class model · Missing data · Statistics · Advanced Statistical Methods and Models · Computer Science · Mathematics · Statistical Methods and Bayesian Inference · Statistical Methods and Inference · Artificial Intelligence

  • Adverse Childhood Experiences and Life Course Depressive Symptoms

    Open Access•Christina Kamis, M Copeland•Society and Mental Health•2026

  • Latent Classes of Adverse Childhood Experiences (ACEs) and Adult Substance-use Problems and Psychosocial Outcomes

    Open Access•Emily S Herberholz, Rachel Wolchok et al.•International Journal of Mental…•2025

  • From child to context

    Open Access•Brittany L Manning, Jessica Page et al.•Early Childhood Research Quarterly•2026

  • Analysis of Incomplete Multivariate Data

    Joseph L Schafer•Analysis of Incomplete…•1997

  • Latent Class Analysis and Finite Mixture Modeling

    Katherine E Masyn•Quantitative Methods Vol. 2•2013

  • Loglinear models with Latent Variables

    Jacques A Hagenaars, Jacques Hagenaars•Loglinear models with Latent…•1993

  • Covariates and Mixture Modeling

    Karen Nylund‐gibson, Karen Nylund-Gibson et al.•Structural Equation Modeling: A…•2016

  • Adding Missing-Data-Relevant Variables to Fiml-Based Structural Equation Models

    John W Graham, J A Graham•Structural Equation Modeling: A…•2003

  • A comparison of inclusive and restrictive strategies in modern missing data procedures.

    Linda M Collins, Joseph L Schafer et al.•Psychological Methods•2001

  • Beyond SEM

    Open Access•Bengt Muthén, Bengt O Muthén•Behaviormetrika•2002

  • Exploratory latent structure analysis using both identifiable and unidentifiable models

    Leo A Goodman•Biometrika•1974

  • Subtypes, Severity, and Structural Stability of Peer Victimization

    Open Access•Karen Nylund‐gibson, Karen Nylund et al.•Child Development•2007

  • Prediction from Latent Classes

    Karen Nylund‐gibson, Ryan P Grimm et al.•Structural Equation Modeling: A…•2019

  • General Growth Mixture Analysis with Antecedents and Consequences of Change

    HANNO PETRAS, Katherine E Masyn et al.•Handbook of Quantitative…•2010

  • MplusAutomation

    Michael N Hallquist, Joshua F Wiley•Structural Equation Modeling: A…•2018

  • Robustness of Stepwise Latent Class Modeling With Continuous Distal Outcomes

    Zsuzsa Bakk, Jeroen K Vermunt•Structural Equation Modeling: A…•2016

  • Multilevel Latent Class Analysis

    Kimberly L Henry, Bengt Muthén•Structural Equation Modeling: A…•2010

  • Performance of Factor Mixture Models as a Function of Model Size, Covariate Effects, and Class-Specific Parameters

    Gitta H Lubke, Gitta Lubke et al.•Structural Equation Modeling: A…•2007

  • The Relative Performance of Full Information Maximum Likelihood Estimation for Missing Data in Structural Equation Models

    Craig K Enders, Craig Enders et al.•Structural Equation Modeling: A…•2001

  • Deciding on the Number of Classes in Latent Class Analysis and Growth Mixture Modeling

    Karen Nylund‐gibson, Karen L Nylund et al.•Structural Equation Modeling: A…•2007

  • Missing data

    Joseph L Schafer, John W Graham et al.•Psychological Methods•2002

  • Multiple imputation using chained equations

    Open Access•I R White, Patrick Royston et al.•Statistics in Medicine•2011

  • Auxiliary Variables in Mixture Modeling

    Tihomir Asparouhov, Bengt Muthén•Structural Equation Modeling: A…•2014

  • Is Item Imputation Always Better? An Investigation of Wave-Missing Data in Growth Models

    Juan Diego Vera, Craig K Enders•Structural Equation Modeling: A…•2021

  • How to Perform Three-Step Latent Class Analysis in the Presence of Measurement Non-Invariance or Differential Item Functioning

    Open Access•Jeroen K Vermunt, Jay Magidson•Structural Equation Modeling: A…•2021

  • Bayesian Inference for Growth Mixture Models with Latent Class Dependent Missing Data

    Zhenqiu Lu, Zhenqiu Laura Lu et al.•Multivariate Behavioral Research•2011

  • Correcting for Nonresponse in Latent Class Analysis

    R Kolb, Rita R Kolb et al.•Multivariate Behavioral Research•1996

  • On Inclusion of Covariates for Class Enumeration of Growth Mixture Models

    Libo Li, Yih-Ing Hser•Multivariate Behavioral Research•2011

  • Handling Missing Covariates in Conditional Mixture Models Under Missing at Random Assumptions

    Sonya K Sterba•Multivariate Behavioral Research•2014

  • Exploring patterns of Latino/a children's school readiness at kindergarten entry and their relations with Grade 2 achievement

    Open Access•Matthew Quirk, Karen Nylund‐gibson et al.•Early Childhood Research Quarterly•2012

  • Simultaneous Latent Structure Analysis in Several Groups

    Clifford C Clogg, Leo A Goodman•Sociological Methodology•1985

  • Estimating the Association between Latent Class Membership and External Variables Using Bias-adjusted Three-step Approaches

    Open Access•Zsuzsa Bakk, Fetene Tekle et al.•Sociological Methodology•2013

  • How to Impute Interactions, Squares, and other Transformed Variables

    Open Access•Paul T Von Hippel•Sociological Methodology•2009

  • Relating Latent Class Assignments to External Variables

    Open Access•Zsuzsa Bakk, Daniel L Oberski et al.•Political Analysis•2014

  • Latent Class Modeling with Covariates

    Open Access•Jeroen K Vermunt•Political Analysis•2010

  • Estimating Latent Structure Models with Categorical Variables

    Open Access•Annabel Bolck, Marcel A Croon et al.•Political Analysis•2004

  • Multinomial Logit Latent-Class Regression Models

    Kazuo Yamaguchi•American Journal of Sociology•2000

Unique citing works3
Citations per year3
Citation span2025 - 2026 (2)
Citation velocitycurrent
Highly citedNo
Citation typesNeutral: 2

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