- English only
Mathematical modeling of behavior
Lectures
| Date | Lecturer | Topic | Reading | Chapter title |
|---|---|---|---|---|
| Sep 15 | Bierlaire | Introduction | Chapter 1 (1.2) | Simple example |
| Sep 22 | Bierlaire | Choice theory | Chapter 3 | Choice theories |
| Sep 29 | Bierlaire | Binary choice | Chapter 4 | Binary Choice |
| Oct 6 | Bierlaire | Multiple alternatives | Chapter 5 | Choice with multiple alternatives |
| Oct 13 | Bierlaire | Tests | Chapter 6 | Specification testing |
| Oct 20 | Bierlaire | Forecasting | Chapter 10 | Prediction |
| Oct 27 | Bierlaire | Nested logit | Chapter 7 | The nested logit model |
| Nov 3 | de Lapparent | Multivariate Extreme Value models | Chapter 8 | Multivariate Extreme Value models |
| Nov 10 | de Lapparent | Choice Data | Chapter 2 (2.1 and 2.2) | Data for choice modeling |
| Nov 17 | de Lapparent | Sampling | Chapter 2.3 | Statistical inference and sampling |
| Nov 24 | Bierlaire | Mixtures | Train (2003), Chapter 6 | Mixed logit |
| Dec 1 | Bierlaire | Latent variables | Walker (2001), Chapter 3 | Integration of choice and latent variable models |
| Dec 8 | Bierlaire | Panel data | No reading | |
| Dec 15 | Bierlaire & de Lapparent | Q&A, Past year exam | No reading |
Slides
A copy of the slides is available here.
Bibliography
Readings
- Ben-Akiva, Bierlaire, Walker (2012) Discrete Choice Analysis, Draft document, September, 2012. [Available here]
- Train (2009) Discrete Choice Methods with Simulation, Cambridge University Press. [Available here][or here]
- Walker (2001) Extended discrete choice models: integrated framework, flexible error structures, and latent variables, PhD thesis, Massachusetts Institute of Technology. [Available here]
Additional material
- Ben-Akiva and Lerman (1985) Discrete Choice Analysis: Theory and Application to Travel Demand, MIT Press [Bookfinder]
- Ben-Akiva, M., and Bierlaire, M. (2003). Discrete choice models with applications to departure time and route choice. In Hall, R. (ed) Handbook of Transportation Science, 2nd edition pp.7-38. Kluwer. [Bookfinder]
Contacts
Lecturer:
Teaching assistants:
Teaching assistants:
Schedule
Lectures:
Laboratories:
Laboratories:
Tuesday 08:15-10:00
Tuesday 10:15-12:00
Tuesday 10:15-12:00