Katherine D. Mayes

Fall detection in extreme class imbalance: a cascade architecture for real-world deployment

Falls among older adults result in over 3 million emergency department visits and 32,000 deaths annually in the United States, with medical costs exceeding $50 billion. Automated fall detection systems face a fundamental challenge: extreme class imbalance in continuous monitoring, where fall events constitute less th...