Generalized Linear Mixed Models : Modern Concepts, Methods and Applications
Walter W. Stroup
Bok Engelsk 2012 · Electronic books.
| Annen tittel | |
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| Utgitt | Bosa Roca : : CRC Press, , 2012.
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| Omfang | 1 online resource (547 p.)
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| Opplysninger | Description based upon print version of record.. - 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. - <P><STRONG>PART I The Big Picture<BR></STRONG>Modeling Basics<BR>What Is a Model?<BR>Two Model Forms: Model Equation and Probability Distribution<BR>Types of Model Effects<BR>Writing Models in Matrix Form<BR>Summary: Essential Elements for a Complete Statement of the Model<BR></P><P><STRONG>Design Matters</STRONG><BR>Introductory Ideas for Translating Design and Objectives into Models<BR>Describing ""Data Architecture"" to Facilitate Model Specification<BR>From Plot Plan to Linear Predictor<BR>Distribution Matters<BR>More Complex Example: Multiple Factors with Different Units of Replication<BR
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| Dewey | |
| ISBN | 9781439815120
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Generalized linear mixed models : modern concepts, methods and applications
Walter W.. Stroup
Bok · Engelsk · 2013
Walter W.. Stroup
Bok · Engelsk · 2013
