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

Table 6

Ablation study results for exports.

Model	MAE	RMSE	MAPE
Meta-TFX11	2.50	4.42	0.1713
Meta-TFVMD	2.41	4.39	0.1681
Meta-TFWavelet	4.86	11.89	0.1781
Meta-TFSTL-w/o G	4.94	14.65	0.1512
Meta-TFSTL-w/o D	7.45	19.39	0.2290
Meta-TFSTL-w/o F	2.43	6.06	0.1836
Meta-TFSTL

The bold value indicates best result.