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With numerous examples using SAS® PROC GLIMMIX, this text presents an introduction to linear modeling using the generalized linear mixed model 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. Data for all exercises and SAS files for all examples are available at [...]
With numerous examples using SAS® PROC GLIMMIX, this text presents an introduction to linear modeling using the generalized linear mixed model 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. Data for all exercises and SAS files for all examples are available at [...]
PART I The Big Picture: Modeling Basics. Design Matters. Setting the Stage. PART II Estimation and Inference Essentials: Estimation. Inference, Part I: Model Effects. Inference, Part II: Covariance Components. PART III Working with GLMMs: Treatment and Explanatory Variable Structure. Multilevel Models. Best Linear Unbiased Prediction. Rates and Proportions. Counts. Time-to-Event Data. Multinomial Data. Correlated Errors, Part I: Repeated Measures. Correlated Errors, Part II: Spatial Variability. Power, Sample Size, and Planning. Appendices. References. Index.
| Erscheinungsjahr: | 2012 |
|---|---|
| Fachbereich: | Wahrscheinlichkeitstheorie |
| Genre: | Mathematik |
| Rubrik: | Naturwissenschaften & Technik |
| Medium: | Buch |
| ISBN-13: | 9781439815120 |
| ISBN-10: | 1439815127 |
| Sprache: | Englisch |
| Einband: | Gebunden |
| Autor: | Stroup, Walter W |
| Hersteller: | Taylor & Francis |
| Maße: | 261 x 182 x 32 mm |
| Von/Mit: | Walter W Stroup |
| Erscheinungsdatum: | 24.09.2012 |
| Gewicht: | 1,106 kg |
PART I The Big Picture: Modeling Basics. Design Matters. Setting the Stage. PART II Estimation and Inference Essentials: Estimation. Inference, Part I: Model Effects. Inference, Part II: Covariance Components. PART III Working with GLMMs: Treatment and Explanatory Variable Structure. Multilevel Models. Best Linear Unbiased Prediction. Rates and Proportions. Counts. Time-to-Event Data. Multinomial Data. Correlated Errors, Part I: Repeated Measures. Correlated Errors, Part II: Spatial Variability. Power, Sample Size, and Planning. Appendices. References. Index.
| Erscheinungsjahr: | 2012 |
|---|---|
| Fachbereich: | Wahrscheinlichkeitstheorie |
| Genre: | Mathematik |
| Rubrik: | Naturwissenschaften & Technik |
| Medium: | Buch |
| ISBN-13: | 9781439815120 |
| ISBN-10: | 1439815127 |
| Sprache: | Englisch |
| Einband: | Gebunden |
| Autor: | Stroup, Walter W |
| Hersteller: | Taylor & Francis |
| Maße: | 261 x 182 x 32 mm |
| Von/Mit: | Walter W Stroup |
| Erscheinungsdatum: | 24.09.2012 |
| Gewicht: | 1,106 kg |
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