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The Utility of Latent Class Analysis to Understand Heterogeneity in Youth Coping Strategies: A Methodological Introduction

Behavioral disorders, 2021
Latent class analysis (LCA) is a useful statistical approach for understanding heterogeneity in a population. This article provides a pedagogical introduction to LCA modeling and provides an example of its use to understand youths’ daily coping ...
Karen Nylund-Gibson   +5 more
semanticscholar   +1 more source

Latent Class Analysis.

The Statistician, 1989
The basic idea underlying latent class (LC) analysis is a very simple one: some of the parameters of a postulated statistical model differ across unobserved subgroups. These subgroups form the categories of a categorical latent variable (see entry latent variable).
A. J. Woods, Allan L. McCutcheon
openaire   +2 more sources

Latent Class Analysis of Lifestyle Risk Factors and Association with Overweight and/or Obesity in Children and Adolescents: Systematic Review

Childhood Obesity, 2020
Background: Multiple modifiable lifestyle factors are well-known contributors to many health problems. Objectives: This study aims to determine the association between latent class analysis (LCA) of modifiable lifestyle risk factors with being overweight
Rafaela Liberali   +3 more
semanticscholar   +1 more source

Latent Profile/Class Analysis Identifying Differentiated Intervention Effects

Nursing Research, 2022
Background The randomized clinical trial is generally considered the most rigorous study design for evaluating overall intervention effects. Because of patient heterogeneity, subgroup analysis is often used to identify differential intervention effects ...
Qing Yang   +5 more
semanticscholar   +1 more source

Latent Class Analysis

2018
Latent class analysis (LCA) is a statistical method for identifying unobserved groups based on patterns of categorical data. LCA is related to cluster analysis (see Chapter 4, this volume) in that both methods are concerned with the classification of cases (e.g., people or objects) into groups that are not known or specified a priori.
Karen M. Samuelsen, C. Mitchell Dayton
  +4 more sources

Latent class analysis with ordered latent classe

British Journal of Mathematical and Statistical Psychology, 1990
In this paper a latent class model is described in which the latent classes are ordered imposing inequality constraints on item response and cumulative response probabilities from subsequent latent classes. These inequality constraints are derived from the basic assumption that, when the latent classes may be ordered from low to high along the latent ...
openaire   +1 more source

Allostatic load and mental health: a latent class analysis of physiological dysregulation

Stress, 2020
This study explored the associations between specific profiles of biological dysregulation and mental health outcomes in a national, community sample of healthy adults in the United States.
Jason T. Carbone
semanticscholar   +1 more source

Latent Class Analysis for Repeatedly Measured Multiple Latent Class Variables

Multivariate Behavioral Research, 2020
Research on stage-sequential shifts across multiple latent classes can be challenging in part because it may not be possible to observe the particular stage-sequential pattern of a single latent class variable directly. In addition, one latent class variable may affect or be affected by other latent class variables and the associations among multiple ...
Saebom, Jeon   +3 more
openaire   +2 more sources

Latent Class Analysis

2016
Διπλωματική εργασία - Πάντειο Πανεπιστήμιο. Τμήμα Οικονομικής και Περιφερειακής Ανάπτυξης, ΠΜΣ, κατεύθυνση Εφηρμοσμένων Οικονομικών και Διοίκησης ...
openaire   +1 more source

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