no code implementations • 29 Mar 2024 • David Vázquez-Lema, Eduardo Mosqueira-Rey, Elena Hernández-Pereira, Carlos Fernández-Lozano, Fernando Seara-Romera, Jorge Pombo-Otero
In this case a doctor-in-the-loop approach is proposed to leverage human expertise in dealing with large and complex data.
no code implementations • 28 Mar 2024 • José Bobes-Bascarán, Eduardo Mosqueira-Rey, Ángel Fernández-Leal, Elena Hernández-Pereira, David Alonso-Ríos, Vicente Moret-Bonillo, Israel Figueirido-Arnoso, Yolanda Vidal-Ínsua
These features are not only used as a dimensionality reduction approach for the machine learning models, but also as way to evaluate the explainability capabilities of the different models using agnostic and non-agnostic explainability techniques.
no code implementations • 17 Mar 2023 • Vicente Moret-Bonillo, Eduardo Mosqueira-Rey, Samuel Magaz-Romero, Diego Alvarez-Estevez
Despite the great current relevance of Artificial Intelligence, and the extraordinary innovations that this discipline has brought to many fields -among which, without a doubt, medicine is found-, experts in medical applications of Artificial Intelligence are looking for new alternatives to solve problems for which current Artificial Intelligence programs do not provide with optimal solutions.