[HTML][HTML] A mathematical programming approach to SVM-based classification with label noise

V Blanco, A Japón, J Puerto - Computers & Industrial Engineering, 2022 - Elsevier
In this paper we propose novel methodologies to optimally construct Support Vector
Machine-based classifiers that take into account that label noise occur in the training …

[HTML][HTML] Fairness in maximal covering location problems

V Blanco, R Gázquez - Computers & Operations Research, 2023 - Elsevier
This paper provides a mathematical optimization framework to incorporate fairness
measures from the facilities' perspective to discrete and continuous maximal covering …

[HTML][HTML] Multi-type maximal covering location problems: Hybridizing discrete and continuous problems

V Blanco, R Gázquez, F Saldanha-da-Gama - European journal of …, 2023 - Elsevier
This paper introduces a general modeling framework for a multi-type maximal covering
location problem in which the position of facilities in different normed spaces are …

[HTML][HTML] The soft-margin Support Vector Machine with ordered weighted average

A Marín, LI Martínez-Merino, J Puerto… - Knowledge-based …, 2022 - Elsevier
This paper deals with a cost sensitive extension of the standard Support Vector Machine
(SVM) using an ordered weighted sum of the deviations of misclassified individuals with …

[HTML][HTML] A multiple-drone arc routing and mothership coordination problem

L Amorosi, J Puerto, C Valverde - Computers & Operations Research, 2023 - Elsevier
This paper considers the optimisation problems that arise in coordinating a tandem between
a mothership vehicle and a fleet of drones. Each drone can be launched from the …

Optimal arrangements of hyperplanes for SVM-based multiclass classification

V Blanco, A Japón, J Puerto - Advances in Data Analysis and Classification, 2020 - Springer
In this paper, we present a novel SVM-based approach to construct multiclass classifiers by
means of arrangements of hyperplanes. We propose different mixed integer (linear and non …

On lp-support vector machines and multidimensional kernels

V Blanco, J Puerto, AM Rodriguez-Chia - Journal of Machine Learning …, 2020 - jmlr.org
In this paper, we extend the methodology developed for Support Vector Machines (SVM)
using the l 2-norm (l 2-SVM) to the more general case of lp-norms with p> 1 (lp-SVM). We …

Continuous maximal covering location problems with interconnected facilities

V Blanco, R Gázquez - Computers & Operations Research, 2021 - Elsevier
In this paper we analyze a continuous version of the maximal covering location problem, in
which the facilities are required to be linked by means of a given graph structure (provided …

When closest is not always the best: The distributed p-median problem

J Brimberg, A Maier, A Schöbel - Journal of the Operational …, 2021 - Taylor & Francis
The classical p-median problem assumes that service to customers is always provided by
the closest facility, while in practice, customers often interact for a variety of reasons with …

[HTML][HTML] Reviewing extensions and solution methods of the planar Weber single facility location problem

RL Church, Z Drezner, F Plastria, A Tamir - Computers & Operations …, 2025 - Elsevier
One of the classic foundational constructs of Location Science was proposed by Alfred
Weber in 1909. His construct involved finding the location for a single production facility …