3rd Edition

Statistical and Econometric Methods for Transportation Data Analysis

496 Pages 92 B/W Illustrations
by Chapman & Hall

496 Pages 92 B/W Illustrations
by Chapman & Hall

The book's website (with databases and other support materials) can be accessed here . Praise for the Second Edition: The second edition introduces an especially broad set of statistical methods … As a lecturer in both transportation and marketing research, I find this book an excellent textbook for advanced undergraduate, Master’s and Ph.D. students, covering topics from simple... Read more

Preface 
Part I Fundamentals
1. Statistical Inference I: Descriptive Statistics 
2. Statistical Inference II: Interval Estimation, Hypothesis Testing
and Population Comparisons
Part II Continuous Dependent Variable Models
3. Linear Regression
4. Violations of Regression Assumptions
5. Simultaneous-Equation Models
Appendix 5A
A Note on GLS Estimation.
7. Background and Exploration in Time Series
8. Forecasting in Time Series: Autoregressive Integrated Moving Average (ARIMA) Models and Extensions
9. Latent Variable Models
10. Duration Models
 
Part III Count and Discrete Dependent Variable Models
11. Count Data Models
12. Logistic Regression
13. Discrete Outcome Models
14. Ordered Probability Models
15. Discrete/Continuous Models
Part IV Other Statistical Methods
16. Random-Parameter Models 
17. Latent Class (Finite Mixture) Models 
18. Bivariate and Multivariate Dependent Variable Models 
19. Bayesian Models 
Appendix A   Statistical Fundamentals 
Appendix B   Statistical Tables 
Appendix C   Variable Transformations
References

 

Biography

Simon Washington, Matthew G. Karlaftis, Fred Mannering, Panagiotis Anastasopoulos