Nature

Deep Ensemble learning and quantum machine learning approach for Alzheimer’s disease detection

Alzheimer's disease (AD) is a degenerative brain disorder that diminishes memory and other critical mental abilities 1. More broadly, dementia is described as the greatest global challenge for health ...
Nature

Privacy-preserving federated learning with optimized ensemble weighting and knowledge distillation for COVID-19 detection from non-IID medical imaging data

Medical imaging enables rapid and accurate diagnosis of COVID-19, with CT scans proving especially effective. However, data privacy concerns limit collaborative model development across hospitals. To ...