Estimation and Conformity Evaluation of Multi-Class Counterfactual Explanations for Chronic Disease Prevention

Recent advances in Artificial Intelligence (AI) in healthcare are driving research into solutions that can provide personalized guidance. For these solutions to be used as clinical decision support tools, the results provided must be interpretable and consistent with medical knowledge. To this end,...

Ausführliche Beschreibung

Bibliographische Detailangaben

Veröffentlicht in:	IEEE journal of biomedical and health informatics 2024-11, Vol.PP, p.1-11
Hauptverfasser:	Lenatti, Marta, Carlevaro, Alberto, Guergachi, Aziz, Keshavjee, Karim, Mongelli, Maurizio, Paglialonga, Alessia
Format:	Artikel
Sprache:	eng
Schlagworte:	Artificial intelligence Bioinformatics Biomarkers chronic disease prevention Chronic obstructive pulmonary disease conformal predictions counterfactual explanations explainable AI (XAI) Feature extraction Medical services Prevention and mitigation Reliability Reviews Support vector machines
Online-Zugang:	Volltext
Tags:	Tag hinzufügen Keine Tags, Fügen Sie den ersten Tag hinzu!