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

Statistical and Econometric Methods for Transportation Data Analysis (eBook, PDF)

• Format: PDF

Produktbeschreibung

Describing tools commonly used in the field, this textbook provides an understanding of a broad range of analytical tools required to solve transportation problems. It includes a wide breadth of examples and case studies in various aspects of transportation planning, engineering, safety, and economics.

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Produktdetails

• Verlag: Taylor & Francis
• Seitenzahl: 496
• Erscheinungstermin: 30. Januar 2020
• Englisch
• ISBN-13: 9780429520754
• Artikelnr.: 58595346

Autorenporträt

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

Inhaltsangabe

Section I Fundamentals 1. Statistical Inference I: Descriptive Statistics
2. Statistical Inference II: Interval Estimation, Hypothesis Testing, and
Population Comparisons Descriptive Statistics Section II Continuous
Dependent Variable Models 3. Linear Regression 4. Violations of Regression
Assumptions Simultaneous Equation Models 6. Panel Data Analysis 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 Section III Count and
Discrete-Dependent Variable Models11. Count Data Models 12. Logistic
Regression 13. Discrete Outcome Models 14. Ordered Probability Models 15.
Discrete/Continuous Models Section IV Other Statistical Methods 16. Random
Parameters Models 17. Latent Class (Finite Mixture) Models 18. Bivariate
and Multivariate Dependent Variable Models 19. Bayesian Statistical Methods