2 papers
cs.LG2025
Early Detection of Multidrug Resistance Using Multivariate Time Series Analysis and Interpretable Patient-Similarity Representations
Ãscar Escudero-Arnanz, Antonio G. Marques, Inmaculada Mora-Jiménez +2
Background and Objectives: Multidrug Resistance (MDR) is a critical global health issue, causing increased hospital stays, healthcare costs, and mortality. This study proposes an i…
cs.LG2024
Explainable Spatio-Temporal GCNNs for Irregular Multivariate Time Series: Architecture and Application to ICU Patient Data
Ãscar Escudero-Arnanz, Cristina Soguero-Ruiz, Antonio G. Marques
In this paper, we present XST-GCNN (eXplainable Spatio-Temporal Graph Convolutional Neural Network), a novel architecture for processing heterogeneous and irregular Multivariate Ti…