Time Series Forecasting on COVID-19
0.967R2SpikF-GO
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| SpikF-GOAvg. Rank (R2)=2.8, Avg. Rank (MAE)=3.82026.06 | 0.967 | 25.15 | |
| SpikF-GO w/ CPGAvg. Rank (R2)=2.4, Avg. Rank (MAE)=2.32026.06 | 0.965 | 26.09 | |
| SpikFAvg. Rank (R2)=4.4, Avg. Rank (MAE)=4.32026.06 | 0.961 | 28.16 | |
| FourierGNNAvg. Rank (R2)=4.8, Avg. Rank (MAE)=3.12026.06 | 0.95 | 31.5 | |
| iSpikformerAvg. Rank (R2)=7.7, Avg. Rank (MAE)=8.12026.06 | 0.874 | 49.79 | |
| Spikformer w/ CPGAvg. Rank (R2)=6.5, Avg. Rank (MAE)=6.22026.06 | 0.867 | 48.71 | |
| SpikeTCN w/ CPGAvg. Rank (R2)=6.4, Avg. Rank (MAE)=6.92026.06 | 0.849 | 55.2 | |
| Spike-GRUAvg. Rank (R2)=10.5, Avg. Rank (MAE)=10.72026.06 | 0.845 | 55.35 | |
| TS-GRUAvg. Rank (R2)=8.9, Avg. Rank (MAE)=7.62026.06 | 0.842 | 56.81 | |
| SpikeRNN w/ CPGAvg. Rank (R2)=8.3, Avg. Rank (MAE)=8.82026.06 | 0.836 | 57.87 | |
| TS-TCNAvg. Rank (R2)=7.4, Avg. Rank (MAE)=8.82026.06 | 0.836 | 57.89 | |
| TS-FormerAvg. Rank (R2)=7.9, Avg. Rank (MAE)=7.62026.06 | 0.835 | 58.02 |