The SAGE handbook of multilevel modeling
edited by Marc A. Scott, Jeffrey S. Simonoff and Brian D. Marx.
Bok Engelsk 2013
Digital utgave: Please note that the platform supports non linear lending (NL)
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| Medvirkende | |
| Omfang | 1 online resource (xxxv, 657 pages) : : illustrations (black and white)
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| Opplysninger | Description based upon print version of record.. - COVER; Contents; Notes on Contributors; Preface; Multilevel Modeling; PART I - Multilevel Model Specification and Inference; 1. The Multilevel Model Framework; 2. Multilevel Model Notation - Establishing the Commonalities; 3. Likelihood Estimation in Multilevel Models; 4. Bayesian Multilevel Models; 5. The Choice Between Fixed and Random Effects; 6. Centering Predictors and Contextual Effects; 7. Model Selection for Multilevel Models; 8. Generalized Linear Mixed Models-Overview; 9. Longitudinal Data Modeling; 10. Complexities in Error Structures Within Individuals. - 11. Design Considerations in Multilevel Studies12. Multilevel Models and Causal Inference; PART II - Variations and Extensions of the Multilevel Model; 13. Multilevel Functional Data Analysis; 14. Nonlinear Models; 15. Generalized Linear Mixed Models: Estimation and Inference; 16. Categorical Response Data; 17. Smoothing and Semi parametric Models; 18. Penalized Splines and Multilevel Models; 19. Hierarchical Dynamic Models; 20. Mixture and Latent Class Models in Longitudinal and Other Settings; 21. Multivariate Response Data; PART III - Practical Considerations in Model Fit and Specification. - 22. Robust Methods for Multilevel Analysis23. Missing Data; 24. Lack of Fit, Graphics, and Multilevel Model Diagnostics; 25. Multilevel Models: Is GEE a Robust Alternative in the Presence of Binary Endogenous Regressors?; 26. Software for Fitting Multilevel Models; PART IV - Selected Applications; 27. Meta-Analysis; 28. Modeling Policy Adoption and Impact with Multilevel Methods; 29. Multilevel Models in the Social and Behavioral Sciences; 30. Survival Analysis and the Frailty Model; 31. Point-Referenced Spatial Modeling; 32. Market Research and Preference Data. - 33. Multilevel Modeling of Social Network and Relational DataName Index; Subject Index. - This handbook establishes the connections in multilevel modelling, bringing together leading experts from around the world to provide a roadmap for applied researchers linking theory and practice, as well as an arsenal of state-of-the-art tools. In so doing, it forges vital connections in best-practice in the field that cross traditional disciplinary divides.. - Specialized.
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| Emner | |
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| ISBN | 1-4462-6597-8. - 1-4739-7131-4. - 1-78539-415-0
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