José Bobes-Bascarán

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…Read more