Time-series forecasting on Electricity (R2/RSE Horizon Evaluation)
0.978R2 (Horizon 6)RNN (ANN)
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| RNN (ANN)SNN=false, Spike=false, PE=false2024.05 | 0.978 | 0.972 | 0.971 | 0.964 | 0.273 | 0.295 | 0.299 | 0.316 | |
| SpikeRNN w/o-PESNN=true, Spike=true, PE=false2024.05 | 0.977 | 0.972 | 0.962 | 0.96 | 0.265 | 0.294 | 0.315 | 0.347 | |
| SpikeRNN w/ CPG-PESNN=true, Spike=true, PE=true2024.05 | 0.977 | 0.972 | 0.966 | 0.958 | 0.264 | — | 0.284 | 0.306 | |
| TCN (ANN)SNN=false, Spike=false, PE=false2024.05 | 0.975 | 0.973 | 0.968 | 0.962 | 0.282 | 0.287 | 0.319 | 0.345 | |
| SpikeTCN w/ CPG-PESNN=true, Spike=true, PE=true2024.05 | 0.974 | 0.96 | 0.959 | 0.956 | 0.278 | 0.38 | 0.374 | 0.37 | |
| Spikformer w/ CPG-PESNN=true, Spike=true, PE=true2024.05 | 0.972 | 0.97 | 0.966 | 0.96 | 0.286 | 0.299 | 0.307 | 0.322 | |
| Spikformer w/ CPG-FullSNN=true, Spike=true, PE=true2024.05 | 0.971 | 0.971 | 0.968 | 0.962 | 0.304 | 0.308 | 0.311 | 0.356 | |
| SpikeTCN w/o PESNN=true, Spike=true, PE=false2024.05 | 0.97 | 0.963 | 0.958 | 0.953 | 0.333 | 0.342 | 0.368 | 0.401 | |
| Spikformer w/ Float-PESNN=true, Spike=true, PE=true2024.05 | 0.97 | 0.967 | 0.96 | 0.957 | 0.299 | 0.31 | 0.314 | 0.355 | |
| Spikformer w/o PESNN=true, Spike=true, PE=false2024.05 | 0.964 | 0.957 | 0.956 | 0.954 | 0.371 | 0.375 | 0.386 | 0.382 | |
| Spikformer w/ RPESNN=true, Spike=true, PE=true2024.05 | 0.959 | 0.955 | 0.955 | 0.954 | 0.373 | 0.371 | 0.379 | 0.382 | |
| Transformer (ANN)SNN=false, Spike=false, PE=true2024.05 | 0.956 | 0.955 | 0.953 | 0.943 | 0.439 | 0.481 | 0.503 | 0.621 |