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Probability theory and statistical inference : empirical modelling with observational data / Aris Spanos.

By: Material type: TextTextPublisher: Cambridge, United Kingdom ; New York, NY : Cambridge University Press, 2019Copyright date: ©2019Edition: Second editionDescription: xxi, 764 pages : illustrations ; 25 cmContent type:
  • text
Media type:
  • unmediated
Carrier type:
  • volume
ISBN:
  • 9781316636374
  • 1316636372
Subject(s): Genre/Form: Additional physical formats: Online version:: Probability theory and statistical inferenceDDC classification:
  • 519.5 23 S.A.P.
Online resources:
Contents:
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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Holdings
Item type Current library Call number Status Date due Barcode Item holds
Books Books Media and mass communication Library G2 519.5 S.A.P. Available E0000197
Total holds: 0

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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