Person
Nicola Marco Ortelli
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Discrete choice modeling in the era of big data
The technological advancements of the past decades have allowed transforming an increasing part of our daily actions and decisions into storable data, leading to a radical change in the scale and scope of available data in relation to virtually any object ...
EPFL2024Stochastic adaptive resampling for the estimation of discrete choice models
Michel Bierlaire, Nicola Marco Ortelli, Matthieu Marie Cochon de Lapparent
In the field of choice modeling, the availability of ever-larger datasets has the potential to significantly expand our understanding of human behavior, but this prospect is limited by the poor scalability of discrete choice models (DCMs): as sample sizes ...
2023Assisted Specification of Discrete Choice Models
Determining appropriate utility specifications for discrete choice models is time-consuming and prone to errors. As the number of possible functions exponentially grows with the variables under consideration, analysts need to spend increasing amounts of ti ...
2020