Search Results for author: Luis Rodriguez-Benitez

Found 2 papers, 2 papers with code

Scalable Kernel Logistic Regression with Nyström Approximation: Theoretical Analysis and Application to Discrete Choice Modelling

1 code implementation9 Feb 2024 José Ángel Martín-Baos, Ricardo García-Ródenas, Luis Rodriguez-Benitez, Michel Bierlaire

Among these strategies, the k-means Nystr\"om KLR approach emerges as a successful solution for applying KLR to large datasets, particularly when combined with the L-BFGS-B and Adam optimisation methods.

A prediction and behavioural analysis of machine learning methods for modelling travel mode choice

1 code implementation11 Jan 2023 José Ángel Martín-Baos, Julio Alberto López-Gómez, Luis Rodriguez-Benitez, Tim Hillel, Ricardo García-Ródenas

The answer to this question goes beyond simple predictive performance, and is instead a balance of many factors, including behavioural interpretability and explainability, computational complexity, and data efficiency.

Computational Efficiency Discrete Choice Models

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