3 papers
Beyond Explaining Predictions: Logic-Based Explanations for Confidence in Machine Learning Models
VinÃcius Peixoto Chagas, Carlos Henrique Leitão Cavalcante, Thiago Alves Rocha
Machine learning is increasingly used in critical domains, where both predictions and their associated confidence levels influence important decisions. To enhance transparency in s…
Reliable XAI Explanations in Sudden Cardiac Death Prediction for Chagas Cardiomyopathy
VinÃcius P. Chagas, Luiz H. T. Viana, Mac M. da S. Carlos +4
Sudden cardiac death (SCD) is unpredictable, and its prediction in Chagas cardiomyopathy (CC) remains a significant challenge, especially in patients not classified as high risk. W…
Enhancing Framingham Cardiovascular Risk Score Transparency through Logic-Based XAI
Emannuel L. de A. Bezerra, Luiz H. T. Viana, VinÃcius P. Chagas +3
Cardiovascular disease (CVD) remains one of the leading global health challenges, accounting for more than 19 million deaths worldwide. To address this, several tools that aim to p…