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Multilevel Structural Equation Modeling de Bruno Castanho Silva

Multilevel Structural Equation Modeling: Quantitative Applications in the Social Sciences, cartea 179

Autor Bruno Castanho Silva, Constantin Manuel Bosancianu, Levente Littvay
en Limba Engleză Paperback – 10 iul 2019
This text uses an applied approach and graphical presentation style to offer a minimally technical overview of multilevel structural equation modelling, which combines two fields in applied statistics: multilevel modelling and structural equation modelling.
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Specificații

ISBN-13: 9781544323053
ISBN-10: 1544323050
Pagini: 144
Dimensiuni: 140 x 216 x 17 mm
Greutate: 0.18 kg
Ediția:1
Editura: SAGE Publications
Colecția Sage Publications, Inc
Seria Quantitative Applications in the Social Sciences

Locul publicării:Thousand Oaks, United States

Recenzii

“This book provides a terrific introduction to the key models and principles of multilevel SEM. The examples speak for themselves, and the authors manage well to help readers understand and evaluate the beauty of MSEM. Datasets are by and large available and ready for course use. This is a book that can easily adopted in an introductory MSEM course.”

Cuprins

List of Figures
About the Authors
Series Editor's Introduction
Acknowledgements
Chapter 1: Introduction
About the Book and MSEM
Quick Review of Structural Equation Models
Quick Review of Multilevel Models
Introduction to MSEM and Its Notation
Estimation and Model Fit
Scope of the Book and Online Materials
Chapter 2: Multilevel Path Models
Multilevel Regression Example
Random Intercepts Model
Random Slopes Model
Comparison of Random Intercepts and Random Slopes Models
Mediation and Moderation
Chapter 3: Multilevel Factor Models
Multigroup CFA
Two-Level CFA
Random Latent Variable Intercepts
Random Loadings
Chapter 4: Multilevel Structural Equation Models
Bringing Factor and Path Models Together
Random Intercept of Observed Outcome
Multilevel Latent Covariate Model
Between-Level Latent Variables
Random Slopes MSEM
Chapter 5: Conclusion
References

Notă biografică

Bruno Castanho Silva is a post-doctoral researcher at the Cologne Center
for Comparative Politics (CCCP), University of Cologne. Bruno received
his PhD from the Department of Political Science at Central European University
and teaches introductory and advanced quantitative methods courses,
including Multilevel Structural Equation Modeling and Machine Learning
at the European Consortium for Political Research Methods Schools. His
methodological interests are on applications of structural equation models
for scale development and causal analysis, and statistical methods of causal
inference with observational and experimental data.

Descriere

Multilevel Structural Equation Modeling by Bruno Castanho Silva, Constantin Manuel Bosancianu, and Levente Littvay serves as a minimally technical overview of multilevel structural equation modeling (MSEM) for applied researchers and advanced graduate students in the social sciences. As the first book of its kind, this title is an accessible, hands-on introduction for beginners of the topic. The authors predict a growth in this area, fueled by both data availability and also the availability of new and improved software to run these models. The applied approach, combined with a graphical presentation style and minimal reliance on complex matrix algebra guarantee that this volume will be useful to social science graduate students wanting to utilize such models.