Demand Forecasting on Textile Sales Dataset
11.03MAEProposed Hybrid
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| Proposed Hybrid2026.04 | 11.03 | 16.74 | 7.6 | 7.3 | |
| Hybrid TFT-X2026.04 | 11.21 | 16.98 | 7.7 | 7.4 | |
| Informer (Efficient Transformer)2026.04 | 11.32 | 17.08 | 7.8 | 7.5 | |
| Temporal Fusion Transformer (TFT)2026.04 | 11.48 | 17.26 | 7.9 | 7.6 | |
| PPO-based Forecasting Agent2026.04 | 11.55 | 17.41 | 7.9 | 7.6 | |
| DQN-based Forecasting Agent2026.04 | 11.77 | 17.63 | 8 | 7.7 | |
| GRU2026.04 | 12.87 | 18.32 | 9.1 | 8.7 | |
| LSTM2026.04 | 13.25 | 18.91 | 9.4 | 9.1 | |
| Prophet2026.04 | 16.33 | 21.07 | 11.2 | 10.7 | |
| ARIMA2026.04 | 18.42 | 23.15 | 12.4 | 11.8 |