Statistical and econometric methods for transportation data analysis. (2020)

• Record Type: Book
• Authors: Washington, Simon; Karlaftis, Matthew G; Anastasopoulos, Panagiotis Ch; Mannering, Fred L
• Contents: 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
• Edition: Third edition
• Publisher Details: Boca Raton : Chapman & Hall/CRC
• Publication Date: 2020
• Extent: 1 online resource, illustrations (black and white)
• Subjects: 388.015195; Transportation -- Econometric models; Transportation -- Statistical methods
• Languages: English
• ISBNs: 9780429534225; 9780429520754; 9780429548925; 9780429244018
• Related ISBNs: 9780367199029
• Notes: Note: Includes bibliographical references and index.; Note: Description based on CIP data; resource not viewed.
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