离散选择模型导论

Introduction to Discrete Choice Models

The course introduces the theoretical foundations to choice modeling and describes the steps of operational modeling.

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洛桑联邦理工学院
edX
  • 完成时间大约为 7
  • 中级
  • 英语, 法语
注:因开课平台的各种因素变化,以上开课日期仅供参考

你将学到什么

The behavioral assumptions associated with disaggregate choice models

The derivation of operational models

The art of model specification

The estimation of model parameters from choice data

The testing of model specifications

Concrete applications of the estimated models

课程概况

Human behavior is complexand unpredictable. Or is it?

The focus of this course is methods for predicting the behavior using mathematical models. More specifically, we’ll explore choice modeling in order to obtain disaggregate demand models.

Focusing on the logit model, the course covers the specification of the model, the estimation of its parameters, the validation process, andits application. Exercises using the software Biogeme are also part of its makeup. The course relies on concrete case studies with real data sets, which are provided in course content.

课程大纲

1. Introduction to behavior modeling
2. Theoretical foundations
3. Binary choice
4. Biogeme: an open-source software for estimating choice models
5. Choice with multiple alternatives
6. Testing
7. Forecasting

预备知识

Statistics (bachelor level), linear regression

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