Onion wholesale prices in South Korea exhibit substantial volatility due to seasonal production concentration, storage-dependent supply adjustments, and weather sensitivity, making accurate multi-horizon forecasting important for agricultural supply management. While previous research has predominantly focused on model...
Jia Yang, Younggu Park, Jin-Taek Seong· IEEE Access· 0 citations
Demand forecasting is critical in modern industry, offering opportunities to reduce costs and gain competitive advantage through improved inventory management. However, forecasting becomes particularly challenging for products with intermittent demand, where demand occurs infrequently and time series contain many zero...
Forecasting-model selection remains difficult in heterogeneous demand because the most suitable decision rule may vary with demand structure, data availability, and forecasting horizon. This study examines whether the selector itself should be treated as a context-dependent component of the forecasting process. Five se...
Operational wholesale forecasting depends on two levers: external drivers such as weather and holidays, and hierarchical coherence across customer groups. Their interaction with modern deep sequence models on multi-year business-to-business data is rarely measured with formal uncertainty quantification. We benchmark fo...
D. T. Ho, Man Duc Nguyen, Tamás Bérczes· 2026 IEEE 4th Conference on...· 0 citations
Accurate short-term load forecasting (STLF) is essential for the reliable and efficient operation of modern power systems. While time series foundation models (TSFMs) have recently demonstrated remarkable performance across a wide range of forecasting tasks, their effectiveness for STLF under realistic operational cond...
fable$.$intermittent, an R package that implements several probabilistic forecasting methods for intermittent series within the fable framework, and TWEES, a new exponential smoothing model with a Tweedie predictive distribution are introduced.
Stefano Damato, Lorenzo Zambon, G. Corani et al.· 0 citations
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