Time-series forecasting on Electricity (R2, RRSE)
0.994R2SpikySpace
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| SpikySpaceSNN=true, Horizon=32026.01 | 0.994 | 0.137 | |
| SpikySpaceSNN=true, Horizon=62026.01 | 0.992 | 0.157 | |
| SpikySpaceSNN=true, Horizon=122026.01 | 0.99 | 0.176 | |
| SpikySpaceSNN=true, Horizon=242026.01 | 0.99 | 0.179 | |
| MambaSNN=false, Horizon=32026.01 | 0.989 | 0.183 | |
| MambaSNN=false, Horizon=62026.01 | 0.987 | 0.203 | |
| SpikeSTAGSNN=true, Horizon=32026.01 | 0.987 | 0.207 | |
| MambaSNN=false, Horizon=122026.01 | 0.986 | 0.213 | |
| SpikeSTAGSNN=true, Horizon=62026.01 | 0.986 | 0.222 | |
| SpikeSTAGSNN=true, Horizon=122026.01 | 0.985 | 0.224 | |
| MambaSNN=false, Horizon=242026.01 | 0.984 | 0.225 | |
| SpikeRNNSNN=true, Horizon=32026.01 | 0.984 | 0.207 | |
| SpikeSTAGSNN=true, Horizon=242026.01 | 0.984 | 0.225 | |
| GRUSNN=false, Horizon=32026.01 | 0.983 | 0.518 | |
| iTransformerSNN=false, Horizon=32026.01 | 0.983 | 0.213 | |
| iSpikformerSNN=true, Horizon=32026.01 | 0.982 | 0.214 | |
| GRUSNN=false, Horizon=62026.01 | 0.981 | 0.522 | |
| GRUSNN=false, Horizon=122026.01 | 0.98 | 0.531 | |
| SpikeRNNSNN=true, Horizon=122026.01 | 0.979 | 0.314 | |
| SpikeRNNSNN=true, Horizon=62026.01 | 0.978 | 0.28 | |
| iTransformerSNN=false, Horizon=62026.01 | 0.977 | 0.506 | |
| iTransformerSNN=false, Horizon=122026.01 | 0.977 | 0.46 | |
| iTransformerSNN=false, Horizon=242026.01 | 0.977 | 0.305 | |
| SpikeTCNSNN=true, Horizon=32026.01 | 0.974 | 0.324 | |
| iSpikformerSNN=true, Horizon=62026.01 | 0.974 | 0.284 | |
| iSpikformerSNN=true, Horizon=242026.01 | 0.974 | 0.284 | |
| iSpikformerSNN=true, Horizon=122026.01 | 0.973 | 0.284 | |
| GRUSNN=false, Horizon=242026.01 | 0.972 | 0.506 | |
| SpikeTCNSNN=true, Horizon=62026.01 | 0.97 | 0.333 | |
| SpikeTCNSNN=true, Horizon=122026.01 | 0.968 | 0.338 | |
| SpikeRNNSNN=true, Horizon=242026.01 | 0.964 | 0.317 | |
| SpikeTCNSNN=true, Horizon=242026.01 | 0.963 | 0.342 |