단행본
Longitudinal and Panel Data: Analysis and applications in the social sciences
- 발행사항
- NY: Cambridge, 2004
- 형태사항
- 450p. , 23cm
소장정보
| 위치 | 등록번호 | 청구기호 / 출력 | 상태 | 반납예정일 |
|---|---|---|---|---|
이용 가능 (1) | ||||
| 한국청소년정책연구원 | 00021575 | 대출가능 | - | |
이용 가능 (1)
- 등록번호
- 00021575
- 상태/반납예정일
- 대출가능
- -
- 위치/청구기호(출력)
- 한국청소년정책연구원
책 소개
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.
An introduction to foundations and applications for quantitatively oriented graduate social-science students and individual researchers.
An introduction to foundations and applications for quantitatively oriented graduate social-science students and individual researchers.
목차
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.
