Pragati Agarwal

Hierarchical federated edge learning with criticality-aware aggregation for privacy-preserving fetal health classification

2026 · Discover Computing

The automated classification of fetal health from cardiotocographic (CTG) recordings is a crucial machine learning application in obstetric diagnostics. Although centralized predictive models have advanced significantly, their large-scale clinical deployment remains structurally constrained by institutional …