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Multilevel and Longitudinal Modeling Using Stata, Volumes I and II Sophia Rabe-Hesketh (University of California, Berkeley, USA)

Multilevel and Longitudinal Modeling Using Stata, Volumes I and II By Sophia Rabe-Hesketh (University of California, Berkeley, USA)

Multilevel and Longitudinal Modeling Using Stata, Volumes I and II by Sophia Rabe-Hesketh (University of California, Berkeley, USA)


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Summary

Multilevel and Longitudinal Modeling Using Stata, Fourth Edition, is a complete resource for learning to model data in which observations are grouped.

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Multilevel and Longitudinal Modeling Using Stata, Volumes I and II Summary

Multilevel and Longitudinal Modeling Using Stata, Volumes I and II by Sophia Rabe-Hesketh (University of California, Berkeley, USA)

Multilevel and Longitudinal Modeling Using Stata, Fourth Edition, is a complete resource for learning to model data in which observations are groupedwhether those groups are formed by a nesting structure, such as children nested in classrooms, or formed by repeated observations on the same individuals. This text introduces random-effects models, fixed-effects models, mixed-effects models, marginal models, dynamic models, and growth-curve models, all of which account for the grouped nature of these types of data. As Rabe-Hesketh and Skrondal introduce each model, they explain when the model is useful, its assumptions, how to fit and evaluate the model using Stata, and how to interpret the results. With this comprehensive coverage, researchers who need to apply multilevel models will find this book to be the perfect companion. It is also the ideal text for courses in multilevel modeling because it provides examples from a variety of disciplines as well as end-of-chapter exercises that allow students to practice newly learned material.

The book comprises two volumes. Volume I focuses on linear models for continuous outcomes, while volume II focuses on generalized linear models for binary, ordinal, count, and other types of outcomes.

About Sophia Rabe-Hesketh (University of California, Berkeley, USA)

Sophia Rabe-Hesketh is a professor of educational statistics and biostatistics at the University of California, Berkeley.

Anders Skrondal is a senior biostatistician at the Centre for Fertility and Health, Norwegian Institute of Public Health and an adjunct professor at the University of Oslo and at the University of California, Berkeley.

Table of Contents

Volume I: I. Preliminaries 1. Review of linear regression II. Two-level models 3. Random-intercept models with covariates 4. Random-coefficient models III. Models for longitudinal and panel data; Introduction to models for longitudinal and panel data (part III) 5. Subject-specific effects and dynamic models 6. Marginal models 7. Growth-curve models IV. Models with nested and crossed random effects 8. Higher-level models with nested random effects 9. Crossed random effects; Volume II: V. Models for categorical responses 10. Dichotomous or binary responses 11. Ordinal responses 12. Nominal responses and discrete choice VI. Models for counts 13. Counts VII. Models for survival or duration data; Introduction to models for survival or duration data (part VII) 14. Discrete-time survival 15. Continuous-time survival VIII. Models with nested and crossed random effects 16. Models with nested and crossed random effects

Additional information

CIN1597181366VG
9781597181365
1597181366
Multilevel and Longitudinal Modeling Using Stata, Volumes I and II by Sophia Rabe-Hesketh (University of California, Berkeley, USA)
Used - Very Good
Hardback
Stata Press
2022-04-29
1098
N/A
Book picture is for illustrative purposes only, actual binding, cover or edition may vary.
This is a used book - there is no escaping the fact it has been read by someone else and it will show signs of wear and previous use. Overall we expect it to be in very good condition, but if you are not entirely satisfied please get in touch with us

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