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Generalized linear mixed models : modern concepts, methods and applications / / by Walter W. Stroup



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Autore: Stroup Walter W (Walter Whitney) Visualizza persona
Titolo: Generalized linear mixed models : modern concepts, methods and applications / / by Walter W. Stroup Visualizza cluster
Pubblicazione: Boca Raton, FL : , : CRC Press, an imprint of Taylor and Francis, , 2012
Edizione: First edition.
Descrizione fisica: 1 online resource (547 p.)
Disciplina: 519.5/36
Soggetto topico: Linear models (Statistics)
Soggetto genere / forma: Electronic books.
Note generali: Description based upon print version of record.
Nota di bibliografia: Includes bibliographical references.
Nota di contenuto: Front Cover; Generalized Linear Mixed Models: Modern Concepts, Methods and Applications; Copyright; Table of Contents; Preface; Acknowledgments; Part I: The Big Picture; 1. Modeling Basics; 2. Design Matters; 3. Setting the Stage; Part II: Estimation and Inference Essentials; 4. Estimation; 5. Inference, Part I: Model Effects; 6. Inference, Part II: Covariance Components; Part III: Working with GLMMs; 7. Treatment and Explanatory Variable Structure; 8. Multilevel Models; 9. Best Linear Unbiased Prediction; 10. Rates and Proportions; 11. Counts; 12. Time-to-Event Data; 13. Multinomial Data
14. Correlated Errors, Part I: Repeated Measures15. Correlated Errors, Part II: Spatial Variability; 16. Power, Sample Size, and Planning; Appendices: Essential Matrix Operations and Results; Appendix A: Matrix Operations; Appendix B: Distribution Theory for Matrices; References; Back Cover
Sommario/riassunto: Generalized Linear Mixed Models: Modern Concepts, Methods and Applications presents an introduction to linear modeling using the generalized linear mixed model (GLMM) as an overarching conceptual framework. For readers new to linear models, the book helps them see the big picture. It shows how linear models fit with the rest of the core statistics curriculum and points out the major issues that statistical modelers must consider.
Titolo autorizzato: Generalized linear mixed models  Visualizza cluster
ISBN: 0-429-07529-4
1-4398-1513-5
Formato: Materiale a stampa
Livello bibliografico Monografia
Lingua di pubblicazione: Inglese
Record Nr.: 9910460844503321
Lo trovi qui: Univ. Federico II
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Serie: Texts in statistical science.