Vulnerable Population

Vulnerable populations, encompassing groups disproportionately affected by various societal challenges, are a central focus of current research aiming to understand and mitigate disparities in health, access to resources, and exposure to risks. Studies utilize machine learning models, including convolutional neural networks (CNNs) and ensemble methods, to analyze diverse data sources like satellite imagery, medical records, and socio-economic indicators, identifying vulnerabilities and predicting risks. This research is crucial for developing targeted interventions and equitable resource allocation strategies, improving outcomes for vulnerable groups and informing policy decisions across sectors such as healthcare, disaster response, and social services. The ultimate goal is to create more just and resilient communities.