Introduction to latent class analysis with applications

M Porcu, F Giambona - The Journal of Early Adolescence, 2017 - journals.sagepub.com
Latent class analysis (LCA) is a statistical method used to group individuals (cases, units)
into classes (categories) of an unobserved (latent) variable on the basis of the responses …

Multilevel latent class analysis for large-scale educational assessment data: Exploring the relation between the curriculum and students' mathematical strategies

MF Fagginger Auer, M Hickendorff… - Applied Measurement …, 2016 - Taylor & Francis
ABSTRACT A first application of multilevel latent class analysis (MLCA) to educational large-
scale assessment data is demonstrated. This statistical technique addresses several of the …

Ten frequently asked questions about latent class analysis.

K Nylund-Gibson, AY Choi - Translational Issues in Psychological …, 2018 - psycnet.apa.org
Latent class analysis (LCA) is a statistical method used to identify unobserved subgroups in
a population with a chosen set of indicators. Given the increasing popularity of LCA, our aim …

Multilevel latent class analysis: Parametric and nonparametric models

WH Finch, BF French - The Journal of Experimental Education, 2014 - Taylor & Francis
Latent class analysis is an analytic technique often used in educational and psychological
research to identify meaningful groups of individuals within a larger heterogeneous …

Power and sample size computation for Wald tests in latent class models

DW Gudicha, FB Tekle, JK Vermunt - Journal of Classification, 2016 - Springer
Latent class (LC) analysis is used by social, behavioral, and medical science researchers
among others as a tool for clustering (or unsupervised classification) with categorical …

[图书][B] Latent class scaling analysis

CM Dayton - 1998 - books.google.com
Filled with well-chosen empirical examples to teach the technique, this book provides a
thorough guide to latent class scaling models for binary response variables. Substantive …

[PDF][PDF] LCA Stata plugin users' guide (Version 1.2)

ST Lanza, JJ Dziak, L Huang, AT Wagner… - University Park: The …, 2015 - sites.psu.edu
The LCA Stata Plugin was developed for Stata for Windows (version 11.0 or higher). The
plugin allows Stata users to employ the same functionality in the SAS procedure PROC LCA …

A primer to latent profile and latent class analysis

J Bauer - Methods for researching professional learning and …, 2022 - Springer
This chapter gives an applied introduction to latent profile and latent class analysis
(LPA/LCA). LPA/LCA are model-based methods for clustering individuals in unobserved …

Evaluation of analysis approaches for latent class analysis with auxiliary linear growth model

A Kamata, Y Kara, C Patarapichayatham… - Frontiers in …, 2018 - frontiersin.org
This study investigated the performance of three selected approaches to estimating a two-
phase mixture model, where the first phase was a two-class latent class analysis model and …

Latent class models

JK Vermunt - International encyclopedia of education, 2010 - research.tilburguniversity.edu
A statistical model can be called a latent class (LC) or mixture model if it assumes that some
of its parameters differ across unobserved subgroups, LCs, or mixture components. This …