Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International ConferenceAlzheimer DiseaseHumansMachine LearningMagnetic Resonance ImagingMale
Comparative assessment of fairness definitions and bias mitigation strategies in machine learning-based diagnosis of Alzheimer's disease from MR images.
Maria Eleftheria Vlontzou, Maria Athanasiou, Christos Davatzikos, Konstantina S Nikita
Published: 202510.1109/EMBC58623.2025.11254128
Abstract
The present study performs a comprehensive fairness analysis of machine learning (ML) models for the diagnosis of Mild Cognitive Impairment (MCI) and Alzheimer's disease (AD) from MRI-derived neuroimaging features. Biases associated with age, race, a…
Preview only. Read the full abstract at the source