Marlis Ontivero-Ortega, Luca Faes, Jesus M. Cortes, Daniele Marinazzo, and Sebastiano Stramaglia. Assessing high-order effects in feature importance via predictability decomposition. Physical Review 111: L033301, 2025. [pdf] Abstract Building on recent advances in describing redundancy and synergy in multivariate interactions among random variables, we propose an approach to quantify cooperative effects in feature importance, a key technique in explainable artificial intelligence. Specifically, we introduce an adaptive version of the widely […]
Daily Archives: June 5, 2025
4 posts
Asier Erramuzpe, Ane Murueta-Goyena, Antonio Jimenez-Marin, Marian Acera, Sara Teijeira-Portas, Rocío Del Pino, Tamara Fernández-Valle, Ibai Diez, Unai Sainz-Lugarezaresti, Naroa Ibarretxe-Bilbao, Unai Ayala, Maitane Barrenechea, Alberto Cabrera-Zubizarreta, Jesús Cortés, Juan Carlos Gómez-Esteban, Iñigo Gabilondo. Amygdala Neurodegeneration: A Key Driver of VisualDysfunction in Parkinson’s Disease. Ann Clin Transl Neurol 12: 768-779, 2025. [pdf] Abstract Objective: Visual disability in Parkinson’s disease (PD) is not fully explained by retinal neurodegeneration. We aimed to […]
Jorge Garcia Condado, Iñigo Tellaetxe-Elorriaga, Jesus M. Cortes, and Asier Erramuzpe. AgeML: Age Modeling With Machine Learning. IEEE Journal of Biomedical and Health Informatics: 29, 3772-3781, 2025. [pdf] Abstract An approach to age modeling involves the supervised prediction of age using machine learning from subject features. The derived age metrics are used to study the relationship between healthy and pathological aging in multiple body systems, as well as the interactions […]
Joana Garmendia, Garazi Labayru, Antonio Jiménez-Marín, Jorge Villanúa, Jesús Cortés, Adolfo López de Munain and Andone Sistiaga. Hyperconnectivity in resting-state fMRI as a marker of disease severity in Myotonic Dystrophy Type 1. J Neuromuscul Dis 2025; 12: 90–101. [pdf] Abstract Introduction: Myotonic dystrophy type 1 (DM1) patients show both structural and functional brain alterations, including abnormal resting-state (RS) functional connectivity. Although some studies have investigated RS functional connectivity in DM1, […]