Forecasting on Coffee Chain Sales chronological (70/15/15)
22.87MAEHybrid CNN–LSTM
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Hybrid CNN–LSTMSplit logic=chronological 70/15/152026.06 | 22.87 | 32.94 | 12.36 | 11.98 | 0.55 | 0.9 | |
| CNNSplit logic=chronological 70/15/152026.06 | 25.31 | 36.12 | 13.98 | 13.42 | 0.61 | 0.86 | |
| LSTMSplit logic=chronological 70/15/152026.06 | 25.94 | 36.88 | 14.21 | 13.65 | 0.62 | 0.85 | |
| ANN (MLP)Split logic=chronological 70/15/152026.06 | 27.85 | 39.73 | 15.42 | 14.88 | 0.67 | 0.82 | |
| XGBoostSplit logic=chronological 70/15/152026.06 | 28.41 | 40.92 | 15.96 | 15.21 | 0.69 | 0.8 | |
| Random forestSplit logic=chronological 70/15/152026.06 | 29.63 | 42.06 | 16.47 | 15.88 | 0.71 | 0.78 | |
| SVRSplit logic=chronological 70/15/152026.06 | 31.74 | 45.18 | 18.02 | 17.21 | 0.76 | 0.75 | |
| ARIMASplit logic=chronological 70/15/152026.06 | 34.15 | 48.92 | 19.84 | 18.65 | 0.83 | 0.71 | |
| Moving averageSplit logic=chronological 70/15/152026.06 | 36.78 | 51.26 | 21.43 | 20.17 | 0.89 | 0.68 | |
| Naïve (random walk)Split logic=chronological 70/15/152026.06 | 41.32 | 58.47 | 24.85 | 22.91 | 1 | 0.62 |