Advancing Fair and Explainable Machine Learning for Neuroimaging Dementia Pattern Classification in Multi-Ethnic Populations
Ngoc-Huynh Ho, Sokratis Charisis, Nicolas Honnorat, Sachintha Ransara Brandigampala, Di Wang, Susan R. Heckbert, Peter T. Fox, David Martinez, David H. Wang, Timothy M. Hughes, Derek B. Archer, Timothy J. Hohman, Sudha S. Seshadri, Christos A. Davatzikos, Mohamad Habes
This study addresses dementia classification bias across ethnic groups using few-shot learning and domain alignment, reducing performance gaps between White American and Hispanic cohorts.
bioRxiv · Jun 9, 2025 · PreprintNeuroscience