An Introduction to Latent Variable Growth Curve Modeling: Concepts, Issues, and Application, Second Edition - Rilegato

Duncan, Terry E.; Duncan, Susan C.; Strycker, Lisa A.; Li, Fuzhong; Alpert, Anthony

Rilegato

ISBN 10: 080583060X ISBN 13: 9780805830606

Casa editrice: Psychology Press, 1999

Riassunto

This book provides a comprehensive introduction to latent variable growth curve modeling (LGM) for analyzing repeated measures. It presents the statistical basis for LGM and its various methodological extensions, including a number of practical examples of its use. It is designed to take advantage of the reader’s familiarity with analysis of variance and structural equation modeling (SEM) in introducing LGM techniques. Sample data, syntax, input and output, are provided for EQS, Amos, LISREL, and Mplus on the book’s downloadable resources. Throughout the book, the authors present a variety of LGM techniques that are useful for many different research designs, and numerous figures provide helpful diagrams of the examples.

Updated throughout, the second edition features three new chapters―growth modeling with ordered categorical variables, growth mixture modeling, and pooled interrupted time series LGM approaches. Following a new organization, the book now covers the development of the LGM, followed by chapters on multiple-group issues (analyzing growth in multiple populations, accelerated designs, and multi-level longitudinal approaches), and then special topics such as missing data models, LGM power and Monte Carlo estimation, and latent growth interaction models. The model specifications previously included in the appendices are now available on the downloadable resources so the reader can more easily adapt the models to their own research.

This practical guide is ideal for a wide range of social and behavioral researchers interested in the measurement of change over time, including social, developmental, organizational, educational, consumer, personality and clinical psychologists, sociologists, and quantitative methodologists, as well as for a text on latent variable growth curve modeling or as a supplement for a course on multivariate statistics. A prerequisite of graduate level statistics is recommended.

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Contenuti

Contents: Preface. Introduction. Specification of the LGM. LGM and Repeated Measures ANOVA. Analyzing Growth in Multiple Populations. Multivariate Representation of Growth and Development. Accelerated Designs. Testing Interaction Effects in LGMs. Missing Data Models. Multilevel Longitudinal Approaches. Latent Variable Framework for LGM Power Estimation. Summary. Appendices.

Dettagli dell?edizione

• Editore: Psychology Press
• Data di pubblicazione: 1999
• Lingua: Inglese
• ISBN 10: 080583060X
• ISBN 13: 9780805830606
• Rilegatura: Copertina rigida
• Numero edizione: 1
• Numero di pagine: 208
• Contatto del produttore: non disponibile
• Persona responsabile: non disponibile