Latent Growth Curve Modeling (Quantitative Applications in the Social Sciences #157)

By: and and and

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Synopsis
Latent growth curve modeling (LGM)—a special case of confirmatory factor analysis designed to model change over time—is an indispensable and increasingly ubiquitous approach for modeling longitudinal data. This volume introduces LGM techniques to researchers, provides easy-to-follow, didactic examples of several common growth modeling approaches, and highlights recent advancements regarding the treatment of missing data, parameter estimation, and model fit. The book covers the basic linear LGM, and builds from there to describe more complex functional forms (e.g., polynomial latent curves), multivariate latent growth curves used to model simultaneous change in multiple variables, the inclusion of time-varying covariates, predictors of aspects of change, cohort-sequential designs, and multiple-group models. The authors also highlight approaches to dealing with missing data, different estimation methods, and incorporate discussion of model evaluation and comparison within the context of LGM. The models demonstrate how they may be applied to longitudinal data derived from the NICHD Study of Early Child Care and Youth Development (SECCYD).. Key Features· Provides easy-to-follow, didactic examples of several common growth modeling approaches · Highlights recent advancements regarding the treatment of missing data, parameter estimation, and model fit · Explains the commonalities and differences between latent growth model and multilevel modeling of repeated measures data · Covers the basic linear latent growth model, and builds from there to describe more complex functional forms such as polynomial latent curves, multivariate latent growth curves, time-varying covariates, predictors of aspects of change, cohort-sequential designs, and multiple-group models.
Copyright:
2008

Book Details

Book Quality:
Publisher Quality
Book Size:
112 Pages
ISBN-13:
9781506333052
Related ISBNs:
9781452208831, 9781412939553
Publisher:
SAGE Publications
Date of Addition:
Copyrighted By:
Sage Publications, Inc.
Adult content:
No
Language:
English
Has Image Descriptions:
No
Categories:
Nonfiction, Social Studies
Submitted By:
Bookshare Staff
Usage Restrictions:
This is a copyrighted book.

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