Table 11 Results of ablation studies on the Jiuzhaigou Valley and Siguniang mountain datasets.
From: Time series transformer for tourism demand forecasting
Model | Metric | Dataset | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
Forecast horizon | ||||||||||
Jiuzhaigou Valley | Siguniang Mountain | |||||||||
1 | 7 | 15 | 30 | 1 | 7 | 15 | 30 | |||
Tsformer w/calendar | MAE | 1547.59 | 2682.61 | 2867.71 | 3481.77 | 470.54 | 852.48 | 948.58 | 1291.55 | |
RMSE | 2599.83 | 4282.2 | 4276.85 | 4990.61 | 779.67 | 1687.76 | 1714.13 | 2276.43 | ||
MAPE (%) | 13.77 | 23.37 | 30.69 | 33.75 | 25.51 | 41.13 | 41.22 | 64.88 | ||
Tsformer w/o calendar | MAE | 1604.37 | 2744.57 | 2927.15 | 3490.61 | 469.32 | 887.95 | 1011.57 | 1324.83 | |
RMSE | 2607.03 | 4252.23 | 4359.9 | 4997.47 | 793.07 | 1800.1 | 1866.86 | 2312.94 | ||
MAPE (%) | 14.8 | 25.53 | 30.65 | 33.75 | 25.66 | 44.98 | 47.99 | 67.8 | ||
