Book: Latent variable modeling with R
2015
Abstract: This text demonstrates how to conduct latent variable modeling in R. Techniques that can be ... analyzed using the free program R are showcased including exploratory and confirmatory factor analysis ... class analysis. Easy to follow demonstrations of how to conduct latent variable modeling in R are ...
| Author's details | W. Holmes Finch, Jr.; Brian F. French |
|---|---|
| Abstract | "This text demonstrates how to conduct latent variable modeling in R. Techniques that can be analyzed using the free program R are showcased including exploratory and confirmatory factor analysis, structural equation modeling (SEM), latent growth curve modeling, item response theory (IRT), and latent class analysis. Easy to follow demonstrations of how to conduct latent variable modeling in R are provided along with descriptions of the major features of the models,their specialized uses, and a full interpretation of the results. Every R command necessary for conducting the analyses is described so readers can directly apply the R functions to their own data. Each chapter features a complete analysis of one or more example datasets including a demonstration of the analysis of the data using R, along with a discussion of relevant theory that includes a full description of the models, the assumptions underlying each model, and statistical details of estimation, hypothesis testing, and more to help readers better understand the models and interpret the results. Some of the examples represent data that is not perfectly "behaved" so as to provide a more realistic view of situations readers will likely encounter with their own data. Detailed explanations of input statements help readers generalize what they learn to their own analyses. Each chapter features an introduction, summary, and exercises involving the application of the model(s), and a list of further readings with an emphasis on related texts that provide more detailed theoretical coverage. A full glossary of the key terms, a cheat sheet that reviews the key R commands, and answers to half of the exercises are provided at the end of the book"-- |
| Keywords | Latent structure analysis ; Latent variables ; R (Computer program language) |
| Language | English |
| Size | XIII, 321 S., Ill., graph. Darst. |
| Publisher | Routledge |
| Publishing place | New York, NY u.a. |
| Document type | Book |
| Note | Includes bibliographical references and index |
| ISBN | 9780415832441 ; 9780415832458 ; 9781315869797 ; 0415832446 ; 0415832454 ; 1315869799 |
| Database | Library catalogue of the German National Library of Science and Technology (TIB), Hannover |
More links
Kategorien
Order via subito
This service is chargeable due to the Delivery terms set by subito. Orders including an article and supplementary material will be classified as separate orders. In these cases, fees will be demanded for each order.
Inter-library loan at ZB MED
Your chosen title can be delivered directly to ZB MED Cologne location if you are registered as a user at ZB MED Cologne.