Scalable Kernel Logistic Regression with Nystr\'om Approximation: Theoretical Analysis and Application to Discrete Choice Modelling

Autor: Martín-Baos, José Ángel, García-Ródenas, Ricardo, Rodriguez-Benitez, Luis, Bierlaire, Michel

Publikováno v: J.A. Mart\'in-Baos, R. Garc\'ia-R\'odenas, L. Rodriguez-Benitez, M. Bierlaire (2025). Scalable kernel logistic regression with Nystr\"om approximation: Theoretical analysis and application to discrete choice modelling. Neurocomputing 617

The application of kernel-based Machine Learning (ML) techniques to discrete choice modelling using large datasets often faces challenges due to memory requirements and the considerable number of parameters involved in these models. This complexity h

Externí odkaz: http://arxiv.org/abs/2402.06763

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

Autor: Martín-Baos, José Ángel, López-Gómez, Julio Alberto, Rodriguez-Benitez, Luis, Hillel, Tim, García-Ródenas, Ricardo

Publikováno v: J.\'A. Mart\'in-Baos, J. Alberto L\'opez-G\'omez, L. Rodriguez-Benitez, T. Hillel, R. Garc\'ia-R\'odenas (2023) A prediction and behavioural analysis of machine learning methods for modelling travel mode choice, 156, 104318

The emergence of a variety of Machine Learning (ML) approaches for travel mode choice prediction poses an interesting question to transport modellers: which models should be used for which applications? The answer to this question goes beyond simple

Externí odkaz: http://arxiv.org/abs/2301.04404

Scalable kernel logistic regression with Nyström approximation: Theoretical analysis and application to discrete choice modelling

Autor: Martín-Baos, José Ángel ^{a, ⁎}, García-Ródenas, Ricardo ^a, Rodriguez-Benitez, Luis ^b, Bierlaire, Michel ^c

Publikováno v: In Neurocomputing 7 February 2025 617

Three-velocity coalescing ballistic annihilation

Autor: Benitez, Luis, Junge, Matthew, Lyu, Hanbaek, Redman, Maximus, Reeves, Lily

Publikováno v: Electron. J. Probab. 28: 1--18, 2023

Three-velocity ballistic annihilation is an interacting system in which stationary, left-, and right-moving particles are placed at random throughout the real line and mutually annihilate upon colliding. We introduce a coalescing variant in which col

Externí odkaz: http://arxiv.org/abs/2010.15855

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