Meta-Learning Enhanced Trade Forecasting: A Neural Framework Leveraging Efficient Multicommodity STL Decomposition

<div>Exported commodity forecast result display (February 2022–January 2023). Each subplot illustrates the time series forecast for an exported commodity, including its actual values, predicted values, and MAPE of the model’s predictions.</div>

International Journal of Intelligent Systems

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Figure 11

Figure 11: Meta-Learning Enhanced Trade Forecasting: A Neural Framework Leveraging Efficient Multicommodity STL Decomposition 