All Courses
Introduction to Discrete Choice Models
edX
Course
Intermediate
Free to Audit
Certificate

Introduction to Discrete Choice Models

École polytechnique fédérale de Lausanne

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

5 hrs/week7 weeksEnglish7,627 enrolled
Free to Audit

About this Course

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.

What You'll Learn

  • 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

Prerequisites

  • Statistics (bachelor level), linear regression

Instructors

M

Michel Bierlaire

Professor

Topics

Mathematical Modeling
Demand Modeling
Forecasting
Choice Modeling

Course Info

PlatformedX
LevelIntermediate
PacingUnknown
CertificateAvailable
PriceFree to Audit

Skills

النمذجة الرياضية
نمذجة الطلب
التنبؤ
نمذجة الاختيار

Start Learning Now