Demand Forecasting on E-commerce Demand Country 01, Event-Driven Periods
0.282MAEEventCast
Evaluation results
| Method | Links | ||
|---|---|---|---|
| EventCastHorizon=32026.02 | 0.282 | 0.132 | |
| EventCastHorizon=42026.02 | 0.293 | 0.137 | |
| EventCastHorizon=22026.02 | 0.334 | 0.181 | |
| ChronosXHorizon=32026.02 | 0.36 | 0.215 | |
| EventCastHorizon=12026.02 | 0.368 | 0.205 | |
| ChronosXHorizon=12026.02 | 0.375 | 0.221 | |
| ChronosXHorizon=22026.02 | 0.396 | 0.255 | |
| ChronosXHorizon=42026.02 | 0.399 | 0.239 | |
| iTransformerHorizon=12026.02 | 0.424 | 0.276 | |
| OneFitsAllHorizon=12026.02 | 0.476 | 0.324 | |
| Time-LLMHorizon=12026.02 | 0.489 | 0.343 | |
| OneFitsAllHorizon=22026.02 | 0.535 | 0.477 | |
| NeuralProphetHorizon=22026.02 | 0.559 | 0.369 | |
| NeuralProphetHorizon=12026.02 | 0.565 | 0.374 | |
| NeuralProphetHorizon=42026.02 | 0.58 | 0.563 | |
| iTransformerHorizon=22026.02 | 0.613 | 0.669 | |
| EventCastHorizon=Average2026.02 | 0.619 | 0.802 | |
| NeuralProphetHorizon=32026.02 | 0.63 | 1.107 | |
| iTransformerHorizon=32026.02 | 0.739 | 0.823 | |
| Time-LLMHorizon=22026.02 | 0.898 | 1.023 | |
| OneFitsAllHorizon=32026.02 | 1.017 | 1.498 | |
| iTransformerHorizon=42026.02 | 1.04 | 1.485 | |
| ChronosXHorizon=Average2026.02 | 1.123 | 2.496 | |
| Time-LLMHorizon=32026.02 | 1.428 | 2.578 | |
| iTransformerHorizon=Average2026.02 | 1.595 | 5.066 | |
| OneFitsAllHorizon=42026.02 | 1.645 | 3.584 | |
| OneFitsAllHorizon=Average2026.02 | 1.681 | 6.328 | |
| Time-LLMHorizon=42026.02 | 2.026 | 4.685 | |
| NeuralProphetHorizon=Average2026.02 | 2.041 | 21.012 | |
| PatchTSTHorizon=12026.02 | 2.722 | 7.849 | |
| PatchTSTHorizon=22026.02 | 2.9 | 8.895 | |
| PatchTSTHorizon=32026.02 | 3.037 | 9.742 | |
| PatchTSTHorizon=42026.02 | 3.144 | 10.433 | |
| Time-LLMHorizon=Average2026.02 | 3.517 | 20.129 | |
| PatchTSTHorizon=Average2026.02 | 6.875 | 67.491 |