[HTML][HTML] OASIS: Optimisation-based activity scheduling with integrated simultaneous choice dimensions

J Pougala, T Hillel, M Bierlaire - Transportation Research Part C: Emerging …, 2023 - Elsevier
Activity-based models offer the potential of a far deeper understanding of daily mobility
behaviour than trip-based models. However, activity-based models used both in research …

[HTML][HTML] A data fusion approach for ride-sourcing demand estimation: A discrete choice model with sampling and endogeneity corrections

R Krueger, M Bierlaire, P Bansal - Transportation Research Part C …, 2023 - Elsevier
Ride-sourcing services offered by companies like Uber and Didi have grown rapidly in the
last decade. Understanding the demand for these services is essential for planning and …

Choice set generation for activity-based models

J Pougala, T Hillel, M Bierlaire - 2021 - discovery.ucl.ac.uk
Activity-based models have seen a significant increase in research focus in the past decade.
Based on the fundamental assumption that travel demand is derived from the need to do …

[HTML][HTML] Resampling estimation of discrete choice models

N Ortelli, M de Lapparent, M Bierlaire - Journal of choice modelling, 2024 - Elsevier
In the context of discrete choice modeling, the extraction of potential behavioral insights from
large datasets is often limited by the poor scalability of maximum likelihood estimation. This …

Model building, inference and interpretation: developing discrete choice models in the age of machine learning

F Rodrigues, R Krueger, FC Pereira - Handbook of Choice …, 2024 - elgaronline.com
The potential of Machine Learning to complement, rethink, replace or improve choice
modeling has been the subject of many works throughout the last few years (Hagenauer and …

Performance of econometric and Machine Learning models for the economic study of discrete consumer choices

N Gusarov - 2024 - theses.hal.science
This thesis is a cross-disciplinary study of discrete choice modeling, addressing both
econometrics and machine learning (ML) techniques applied to individual choice modeling …

OASIS: An integrated optimisation framework for activity scheduling

J Pougala - 2024 - infoscience.epfl.ch
Activity-based models offer the potential for a far deeper understanding of daily mobility
behaviour than trip-based models. Based on the fundamental assumption that travel …

[PDF][PDF] Estimating MEV models with samples of alternatives

M Bierlaire, E Paschalidis - 2023 - transp-or.epfl.ch
The package Biogeme (biogeme. epfl. ch) is designed to estimate the parameters of various
models using maximum likelihood estimation. It is particularly designed for discrete choice …