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Eduardo Mosqueira-Rey

2 papers indexed

arxivquant-phcs.LG2026-06-26

Quantum Dynamic Time Warping for Multivariate Time Series Classification

Diego Alvarez-Estevez, Alejandro Mayorga-Redondo, Eduardo Mosqueira-Rey

Dynamic Time Warping (DTW) is a cornerstone for time series classification, but its reliance on Euclidean distances fails to capture latent cross-channel correlations in complex multivariate data. We propose a hybrid Quantum Dynamic Time Warping (qDTW) architecture, replacing the…

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crossrefMathematics2026-01-30

Evaluating Explanatory Capabilities of Machine Learning Models in Medical Diagnostics: A Human-in-the-Loop Approach

José Bobes-Bascarán, Eduardo Mosqueira-Rey, Ángel Fernández-Leal, David Alonso-Ríos, Israel Figueirido-Arnoso, Yolanda Vidal-Ínsua

This paper presents a broad study on the evaluation of explanatory capabilities of machine learning models, with a focus on Decision Trees, Random Forest, and XGBoost using a pancreatic cancer data set. We use Human-in-the-Loop-related techniques and medical guidelines as a sourc…

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