Latent Curve Models
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Author |
: Kristopher J. Preacher |
Publisher |
: SAGE Publications |
Total Pages |
: 113 |
Release |
: 2008-06-27 |
ISBN-10 |
: 9781506333052 |
ISBN-13 |
: 1506333052 |
Rating |
: 4/5 (52 Downloads) |
Synopsis Latent Growth Curve Modeling by : Kristopher J. Preacher
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
Author |
: Kevin J. Grimm |
Publisher |
: Guilford Publications |
Total Pages |
: 558 |
Release |
: 2016-10-17 |
ISBN-10 |
: 9781462526062 |
ISBN-13 |
: 1462526063 |
Rating |
: 4/5 (62 Downloads) |
Synopsis Growth Modeling by : Kevin J. Grimm
Growth models are among the core methods for analyzing how and when people change. Discussing both structural equation and multilevel modeling approaches, this book leads readers step by step through applying each model to longitudinal data to answer particular research questions. It demonstrates cutting-edge ways to describe linear and nonlinear change patterns, examine within-person and between-person differences in change, study change in latent variables, identify leading and lagging indicators of change, evaluate co-occurring patterns of change across multiple variables, and more. User-friendly features include real data examples, code (for Mplus or NLMIXED in SAS, and OpenMx or nlme in R), discussion of the output, and interpretation of each model's results. User-Friendly Features *Real, worked-through longitudinal data examples serving as illustrations in each chapter. *Script boxes that provide code for fitting the models to example data and facilitate application to the reader's own data. *"Important Considerations" sections offering caveats, warnings, and recommendations for the use of specific models. *Companion website supplying datasets and syntax for the book's examples, along with additional code in SAS/R for linear mixed-effects modeling.
Author |
: George A. Marcoulides |
Publisher |
: Psychology Press |
Total Pages |
: 375 |
Release |
: 2013-10-31 |
ISBN-10 |
: 9781317843801 |
ISBN-13 |
: 1317843800 |
Rating |
: 4/5 (01 Downloads) |
Synopsis Advanced Structural Equation Modeling by : George A. Marcoulides
By focusing primarily on the application of structural equation modeling (SEM) techniques in example cases and situations, this book provides an understanding and working knowledge of advanced SEM techniques with a minimum of mathematical derivations. The book was written for a broad audience crossing many disciplines, assumes an understanding of graduate level multivariate statistics, including an introduction to SEM.
Author |
: Claudine Burton-Jeangros |
Publisher |
: Springer |
Total Pages |
: 215 |
Release |
: 2015-08-11 |
ISBN-10 |
: 9783319204840 |
ISBN-13 |
: 331920484X |
Rating |
: 4/5 (40 Downloads) |
Synopsis A Life Course Perspective on Health Trajectories and Transitions by : Claudine Burton-Jeangros
This open access book examines health trajectories and health transitions at different stages of the life course, including childhood, adulthood and later life. It provides findings that assess the role of biological and social transitions on health status over time. The essays examine a wide range of health issues, including the consequences of military service on body mass index, childhood obesity and cardiovascular health, socio-economic inequalities in preventive health care use, depression and anxiety during the child rearing period, health trajectories and transitions in people with cystic fibrosis and oral health over the life course. The book addresses theoretical, empirical and methodological issues as well as examines different national contexts, which help to identify factors of vulnerability and potential resources that support resilience available for specific groups and/or populations. Health reflects the ability of individuals to adapt to their social environment. This book analyzes health as a dynamic experience. It examines how different aspects of individual health unfold over time as a result of aging but also in relation to changing socioeconomic conditions. It also offers readers potential insights into public policies that affect the health status of a population.
Author |
: David Kaplan |
Publisher |
: SAGE Publications |
Total Pages |
: 306 |
Release |
: 2008-07-23 |
ISBN-10 |
: 9781483342597 |
ISBN-13 |
: 148334259X |
Rating |
: 4/5 (97 Downloads) |
Synopsis Structural Equation Modeling by : David Kaplan
Using detailed, empirical examples, Structural Equation Modeling, Second Edition, presents a thorough and sophisticated treatment of the foundations of structural equation modeling (SEM). It also demonstrates how SEM can provide a unique lens on the problems social and behavioral scientists face. Intended Audience While the book assumes some knowledge and background in statistics, it guides readers through the foundations and critical assumptions of SEM in an easy-to-understand manner.
Author |
: Gregory R. Hancock |
Publisher |
: Routledge |
Total Pages |
: 449 |
Release |
: 2010-04-26 |
ISBN-10 |
: 9781135172992 |
ISBN-13 |
: 1135172994 |
Rating |
: 4/5 (92 Downloads) |
Synopsis The Reviewer’s Guide to Quantitative Methods in the Social Sciences by : Gregory R. Hancock
Designed for reviewers of research manuscripts and proposals in the social and behavioral sciences, and beyond, this title includes chapters that address traditional and emerging quantitative methods of data analysis.
Author |
: Kristopher J. Preacher |
Publisher |
: SAGE |
Total Pages |
: 113 |
Release |
: 2008-06-27 |
ISBN-10 |
: 9781412939553 |
ISBN-13 |
: 1412939550 |
Rating |
: 4/5 (53 Downloads) |
Synopsis Latent Growth Curve Modeling by : Kristopher J. Preacher
"Latent Growth Curve Modeling introduces students to a strategy for modeling change over time. This volume offers a unique chance to study this useful research method with easy-to-follow examples of common growth modeling approaches. It addresses ways to fit a variety of advanced statistical models to repeated-measures data, to model change over time, and to assess individual differences in change." "This graduate-level volume is a resource for individual researchers or courses covering longitudinal data analysis, structural equation modeling, developmental methodology, and multivariate techniques."--BOOK JACKET.
Author |
: Todd D. Little |
Publisher |
: Guilford Press |
Total Pages |
: 411 |
Release |
: 2013-02-26 |
ISBN-10 |
: 9781462510276 |
ISBN-13 |
: 1462510272 |
Rating |
: 4/5 (76 Downloads) |
Synopsis Longitudinal Structural Equation Modeling by : Todd D. Little
This book has been replaced by Longitudinal Structural Equation Modeling, Second Edition, ISBN 978-1-4625-5314-3.
Author |
: Christian Geiser |
Publisher |
: Guilford Publications |
Total Pages |
: 370 |
Release |
: 2020-10-08 |
ISBN-10 |
: 9781462538782 |
ISBN-13 |
: 1462538789 |
Rating |
: 4/5 (82 Downloads) |
Synopsis Longitudinal Structural Equation Modeling with Mplus by : Christian Geiser
An in-depth guide to executing longitudinal confirmatory factor analysis (CFA) and structural equation modeling (SEM) in Mplus, this book uses latent state–trait (LST) theory as a unifying conceptual framework, including the relevant coefficients of consistency, occasion specificity, and reliability. Following a standard format, chapters review the theoretical underpinnings, strengths, and limitations of the various models; present data examples; and demonstrate each model's application and interpretation in Mplus, with numerous screen shots and output excerpts. Coverage encompasses both traditional models (autoregressive, change score, and growth curve models) and LST models for analyzing single- and multiple-indicator data. The book discusses measurement equivalence testing, intensive longitudinal data modeling, and missing data handling, and provides strategies for model selection and reporting of results. User-friendly features include special-topic boxes, chapter summaries, and suggestions for further reading. The companion website features data sets, annotated syntax files, and output for all of the examples.
Author |
: Linda M. Collins |
Publisher |
: Amer Psychological Assn |
Total Pages |
: 442 |
Release |
: 2001-01-01 |
ISBN-10 |
: 1557987548 |
ISBN-13 |
: 9781557987549 |
Rating |
: 4/5 (48 Downloads) |
Synopsis New Methods for the Analysis of Change by : Linda M. Collins
Annotation Psychologists update the Association's 1991 with 12 studies, many from a conference held at Pennsylvania State University in 1998, and some with comments attached. The topics include differential structural equation modeling of intra-individual variability, combining auto-regressive and latent curve models, and planned missing-data designs for analyzing change. Annotation c. Book News, Inc., Portland, OR (booknews.com).