Name: Categorical Data Analysis with Structural Equation Models. Applications in Mplus and lavaan
SKU: 64761121
Price: 102.37 EUR
Availability: InStock
Author: Kevin J. Grimm

portada Categorical Data Analysis with Structural Equation Models. Applications in Mplus and lavaan

Categorical Data Analysis with Structural Equation Models. Applications in Mplus and lavaan

Type

Physical Book

Publisher

Guilford Press

Author

Kevin J. Grimm

Year

2025

Pages

368

Format

Hardcover

Dimensions

25.4x17.8 cm

ISBN13

9781462558315

Categorical Data Analysis with Structural Equation Models. Applications in Mplus and lavaan

Kevin J. Grimm (Author) · Guilford Press · Hardcover

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Synopsis "Categorical Data Analysis with Structural Equation Models. Applications in Mplus and lavaan"

Multivariate categorical outcomes, such as Likert scale responses and disease diagnoses, require specialized structural equation modeling (SEM) software to be analyzed properly. Providing needed skills for applied researchers and graduate students, this book leads readers from regression analysis with categorical outcomes to complex SEMs with latent variables for categorical indicators. The initial section sets the stage by demonstrating regression analyses for binary, ordered, or count outcomes using R. Chapters then reanalyze the same data using Mplus and R lavaan to show how univariate models for categorical outcomes can be estimated and interpreted with SEM programs. Subsequently, the book turns to multivariate models, discussing path models, confirmatory factor models, and latent variable path models with categorical outcomes. Concluding chapters cover advanced SEM with categorical outcomes, including growth models, latent class models, and survival models. Worked-through examples are featured throughout. The companion website provides R (including lavaan), Mplus, and SAS code, as applicable, for the examples.