
Probability Theory and Statistical Inference
Empirical Modeling with Observational Data
Aris Spanos(Author)
Cambridge University Press
2nd Edition
Published on 19. September 2019
Book
Hardback
782 pages
978-1-107-18514-2 (ISBN)
Description
Doubt over the trustworthiness of published empirical results is not unwarranted and is often a result of statistical mis-specification: invalid probabilistic assumptions imposed on data. Now in its second edition, this bestselling textbook offers a comprehensive course in empirical research methods, teaching the probabilistic and statistical foundations that enable the specification and validation of statistical models, providing the basis for an informed implementation of statistical procedure to secure the trustworthiness of evidence. Each chapter has been thoroughly updated, accounting for developments in the field and the author's own research. The comprehensive scope of the textbook has been expanded by the addition of a new chapter on the Linear Regression and related statistical models. This new edition is now more accessible to students of disciplines beyond economics and includes more pedagogical features, with an increased number of examples as well as review questions and exercises at the end of each chapter.
More details
Edition
2nd Revised edition
Language
English
Place of publication
Cambridge
United Kingdom
Target group
College/higher education
Professional and scholarly
Edition type
Revised edition
Illustrations
Worked examples or Exercises; 171 Tables, black and white; 281 Line drawings, black and white
Dimensions
Height: 250 mm
Width: 175 mm
Thickness: 46 mm
Weight
1515 gr
ISBN-13
978-1-107-18514-2 (9781107185142)
Copyright in bibliographic data and cover images is held by Nielsen Book Services Limited or by the publishers or by their respective licensors: all rights reserved.
Schweitzer Classification
Other editions
Additional editions

E-Book
01/2020
2nd Edition
Cambridge University Press
€52.49
Available for download

E-Book
09/2019
Cambridge University Press
€49.49
Available for download
Previous edition

Aris Spanos
Probability Theory and Statistical Inference
Econometric Modeling with Observational Data
Book
09/1999
Cambridge University Press
€92.85
Article exhausted; check for reprint
Person
Aris Spanos is Wilson E. Schmidt Professor of Economics at Virginia Polytechnic Institute and State University. He is the author of Statistical Foundations of Econometric Modelling (Cambridge, 1986) and, with D. G. Mayo, Error and Inference: Recent Exchanges on Experimental Reasoning, Reliability, and the Objectivity and Rationality of Science (Cambridge, 2010).
Content
1. An introduction to empirical modeling; 2. Probability theory as a modeling framework; 3. The concept of a 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.