Fashion Product Sales Forecasting on VISUELLE (6W Forecast, 52W Google Trends)
54.2WAPEGTM-Transformer **
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| GTM-Transformer **Input=[T+I+G], External Data=Fashion IQ tags2021.09 | 54.2 | 29.6 | 0.56 | 0.33 | |
| GTM-TransformerInput=[T+I+G]2021.09 | 55.2 | 30.2 | 0.41 | 0.33 | |
| X-Att-RNN+GInput=[T+I+G]2021.09 | 59 | 32.1 | -0.18 | 0.38 | |
| X-Att-RNNInput=[T+I]2021.09 | 59.5 | 32.3 | -0.32 | 0.38 | |
| Attribute KNNInput=[T]2021.09 | 59.8 | 32.7 | -0.88 | 0.4 | |
| Attr+Image KNNInput=[T+I]2021.09 | 61.3 | 33.5 | -1.1 | 0.41 | |
| ImageKNNInput=[I]2021.09 | 62.2 | 34 | -1.09 | 0.43 | |
| Cat-MM-RNNInput=[T+I]2021.09 | 63.3 | 34.4 | -0.67 | 0.42 | |
| GBoosting+GInput=[T+I+G]2021.09 | 63.5 | 34.7 | -1.55 | 0.42 | |
| GBoostingInput=[T+I]2021.09 | 64.1 | 35 | -1.58 | 0.43 | |
| Cat-MM-RNN+GInput=[T+I+G]2021.09 | 65.9 | 35.8 | -0.41 | 0.44 |