Nature

Adaptive demand forecasting framework with weighted ensemble of regression and machine learning models along life cycle variability

Accurate demand forecasting is essential for informed decision-making in today’s dynamic business environment, where product demand often follows diverse and shifting patterns throughout increasingly ...
Nature

Feasibility of short-term hospital mask demand forecasting using a backpropagation neural network under data scarcity

Early-stage infectious disease outbreaks impose acute pressure on hospital supply systems, particularly for essential protective materials such as medical masks. Accurate short-term demand forecasting ...