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A Unified Latent Growth Curve Model
Authors:Chueh-An Hsieh  Alexander von Eye  Kimberly Maier  Hsin-Jung Hsieh  Shi-Hsiung Chen
Institution:1. National Sun Yat-sen University;2. Michigan State University;3. Kainan University
Abstract:Applying item response theory models to repeated observations has demonstrated great promise in developmental research. By allowing the researcher to take account of the characteristics of both item response and measurement error in longitudinal trajectory analysis, it improves the reliability and validity of latent growth curve analysis. This has enabled the study, to differentially weigh individual items and examine developmental stability and change over time, to propose a comprehensive modeling framework, combining a measurement model with a structural model. Despite a large number of components requiring attention, this study focuses on model formulation, evaluates the performance of the estimators of model parameters, incorporates prior knowledge from Bayesian analysis, and applies the model using an illustrative example. It is hoped that this fundamental study can demonstrate the breadth of this unified latent growth curve model.
Keywords:Bayesian inference  item response theory  latent growth curve model  Monte Carlo simulation
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