Time Series Forecasting on VISUELLE (test)
52.63WAPEMuQAR w/ ConvLSTM+X
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MuQAR w/ ConvLSTM+XInput Features=[T + I + A + X + C], Input window size=52, Forecast horizon=62022.04 | 52.63 | 28.75 | |
| FusionMLPInput Features=[T + I + C], Input window size=52, Forecast horizon=62022.04 | 53.5 | 29.22 | |
| MuQAR w/ ConvLSTMInput Features=[T + I + A], Input window size=52, Forecast horizon=62022.04 | 53.61 | 29.28 | |
| MuQAR w/ CNNInput Features=[T + I + A], Input window size=52, Forecast horizon=62022.04 | 53.9 | 29.44 | |
| FusionMLPInput Features=[T + I], Input window size=52, Forecast horizon=62022.04 | 54.11 | 29.56 | |
| MuQAR w/ LSTMInput Features=[T + I + A], Input window size=52, Forecast horizon=62022.04 | 54.3 | 29.66 | |
| MuQAR w/ F-LSTMInput Features=[T + I + A], Input window size=52, Forecast horizon=62022.04 | 54.37 | 29.7 | |
| MuQAR w/ DA-RNNInput Features=[T + I + A + X + C], Input window size=52, Forecast horizon=62022.04 | 54.43 | 29.73 | |
| FusionMLPInput Features=[I], Input window size=52, Forecast horizon=62022.04 | 54.59 | 29.82 | |
| MuQAR w/ TransformerInput Features=[T + I + A], Input window size=52, Forecast horizon=62022.04 | 54.87 | 29.97 | |
| FusionMLPInput Features=[T], Input window size=52, Forecast horizon=62022.04 | 55.15 | 30.12 | |
| GTM-TransformerInput Features=[T + I + A], Input window size=52, Forecast horizon=62022.04 | 55.2 | 30.2 | |
| ConvLSTM+XInput Features=[A + X], Input window size=52, Forecast horizon=62022.04 | 55.73 | 30.44 | |
| GTM-TransformerInput Features=[I], Input window size=52, Forecast horizon=62022.04 | 56.4 | 30.8 | |
| GTM-TransformerInput Features=[T + I], Input window size=52, Forecast horizon=62022.04 | 56.7 | 30.9 | |
| CNNInput Features=[A], Input window size=52, Forecast horizon=62022.04 | 57.4 | 31.4 | |
| F-LSTMInput Features=[A], Input window size=52, Forecast horizon=62022.04 | 58 | 31.7 | |
| DA-RNNInput Features=[A + X], Input window size=52, Forecast horizon=62022.04 | 58.05 | 31.71 | |
| GTM-TransformerInput Features=[A], Input window size=52, Forecast horizon=62022.04 | 58.2 | 31.8 | |
| ConvLSTMInput Features=[A], Input window size=52, Forecast horizon=62022.04 | 58.6 | 32 | |
| LSTMInput Features=[A], Input window size=52, Forecast horizon=62022.04 | 58.7 | 32 | |
| Cross-Attention RNN+AInput Features=[T + I + A], Input window size=52, Forecast horizon=62022.04 | 59 | 32.1 | |
| Cross-Attention RNNInput Features=[T + I], Input window size=52, Forecast horizon=62022.04 | 59.5 | 32.3 | |
| GTM-Transformer ARInput Features=[T + I + A], Input window size=52, Forecast horizon=62022.04 | 59.6 | 32.5 | |
| Attribute KNNInput Features=[T], Input window size=52, Forecast horizon=62022.04 | 59.8 | 32.7 | |
| Attribute + Image KNNInput Features=[T + I], Input window size=52, Forecast horizon=62022.04 | 61.3 | 33.5 | |
| Image KNNInput Features=[I], Input window size=52, Forecast horizon=62022.04 | 62.2 | 34 | |
| TransformerInput Features=[A], Input window size=52, Forecast horizon=62022.04 | 62.5 | 34.1 | |
| GTM-TransformerInput Features=[T], Input window size=52, Forecast horizon=62022.04 | 62.6 | 34.2 |