Edward W. Frees,
Edward W. (University of Wisconsin, Madison) Frees
Cambridge University Press
e druk, 2004
9780521535380
Longitudinal and Panel Data
Analysis and Applications in the Social Sciences
Specificaties
Paperback, 484 blz.
|
Engels
Cambridge University Press |
e druk, 2004
ISBN13: 9780521535380
Rubricering
Levertijd ongeveer 8 werkdagen
Samenvatting
This focuses on models and data that arise from repeated observations of a cross-section of individuals, households or companies. These models have found important applications within business, economics, education, political science and other social science disciplines. The author introduces the foundations of longitudinal and panel data analysis at a level suitable for quantitatively oriented graduate social science students as well as individual researchers. He emphasizes mathematical and statistical fundamentals but also describes substantive applications from across the social sciences, showing the breadth and scope that these models enjoy. The applications are enhanced by real-world data sets and software programs in SAS and Stata.
Specificaties
ISBN13:9780521535380
Taal:Engels
Bindwijze:Paperback
Aantal pagina's:484
Uitgever:Cambridge University Press
Inhoudsopgave
1. Introduction; Part I. Linear Models: 2. Fixed effects models; 3. Models with random effects; 4. Prediction and Bayesian Inference; 5. Multilevel models; 6. Random regressors; 7. Modeling issues; 8. Dynamic models; Part II. Nonlinear Models: 9. Binary dependent variables; 10. Generalized linear models; 11. Categorical dependent variables and survival models; Appendix A. Elements of Matrix Algebra; Appendix B. Normal distribution; Appendix C. Likelihood-based inference; Appendix D. Kalman Filter; Appendix E. Symbols and notation; Appendix F. Selected longitudinal and panel data sets; Appendix G. References.