Probability theory and statistical inference : empirical modelling with observational data / Aris Spanos.
Material type: TextPublisher: Cambridge, United Kingdom ; New York, NY : Cambridge University Press, 2019Copyright date: ©2019Edition: Second editionDescription: xxi, 764 pages : illustrations ; 25 cmContent type:- text
- unmediated
- volume
- 9781316636374
- 1316636372
- 519.5 23 S.A.P.
Item type | Current library | Call number | Status | Date due | Barcode | Item holds |
---|---|---|---|---|---|---|
Books | Media and mass communication Library G2 | 519.5 S.A.P. | Available | E0000197 |
Includes bibliographical references and index.
1. An introduction to empirical modeling -- 2. Probability theory as a modeling framework -- 3. The concept of probability model -- 4. A simple statistical model -- 5. Chance regularities and probabilistic concepts -- 6. Statistical models and dependence -- 7. Regression models -- 8. Introduction to stochastic processes -- 9. Limit theorems in probability -- 10. From probability theory to statistical inference -- 11. Estimation I: properties of estimators -- 12. Estimation II: methods of estimation -- 13. Hypothesis testing -- 14. Linear regression and related models -- 15. Mis-specification (M-S) testing.
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