24 citations · 51 across the 4 of their papers we have counts for
3 papers · 1 filter
Attitudes and Latent Class Choice Models using Machine learning
Lorena Torres Lahoz, Francisco Camara Pereira, Georges Sfeir +3
Latent Class Choice Models (LCCM) are extensions of discrete choice models (DCMs) that capture unobserved heterogeneity in the choice process by segmenting the population based on…
Gaussian Process Latent Class Choice Models
Georges Sfeir, Filipe Rodrigues, Maya Abou-Zeid
We present a Gaussian Process - Latent Class Choice Model (GP-LCCM) to integrate a non-parametric class of probabilistic machine learning within discrete choice models (DCMs). Gaus…
Semi-nonparametric Latent Class Choice Model with a Flexible Class Membership Component: A Mixture Model Approach
Georges Sfeir, Maya Abou-Zeid, Filipe Rodrigues +2
This study presents a semi-nonparametric Latent Class Choice Model (LCCM) with a flexible class membership component. The proposed model formulates the latent classes using mixture…