Trajectories of loneliness across adolescence: An empirical comparison of longitudinal clustering methods using R.
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DOI: 10.1002/jad.12042
Abstract: INTRODUCTION In this study, we compare three different longitudinal clustering methods. As a case study, the comparison of the methods is conducted for the development of loneliness from middle childhood to young adulthood. The aim… read more here.
Keywords: clustering methods; trajectories loneliness; adolescence; longitudinal clustering ... See more keywords
Exploring the longitudinal clustering of lifestyle behaviors, social determinants of health, and depression.
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DOI: 10.1177/13591053211072685
Abstract: Lifestyle behaviors such as exercise, sleep, smoking, diet, and social interaction are associated with depression. This study aimed to model the complex relationships between lifestyle behaviors and depression and among the lifestyle behaviors. Data from… read more here.
Keywords: lifestyle behaviors; health; depression; longitudinal clustering ... See more keywords
Model-based longitudinal clustering with varying cluster assignments
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DOI: 10.5705/ss.2014.205
Abstract: It is often of interest to perform clustering on longitudinal data, yet it is difficult to formulate an intuitive model for which estimation is computationally feasible. We propose a model-based clustering method for clustering objects… read more here.
Keywords: model based; based longitudinal; clustering varying; model ... See more keywords