Multivariate Time Series Prediction on PEMS08
0.063MSEAda-MSHyper
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Ada-MSHyperPrediction Length (H)=122024.10 | 0.063 | 0.165 | |
| Ada-MSHyperforecast_type=short-range, multivariate=true, input_length=96, output_lengths=12, 24, 482024.10 | 0.076 | 0.177 | |
| iTransformerPrediction Length (H)=122024.10 | 0.079 | 0.182 | |
| iTransformerforecast_type=short-range, multivariate=true, input_length=96, output_lengths=12, 24, 482024.10 | 0.085 | 0.194 | |
| SCINetPrediction Length (H)=122024.10 | 0.087 | 0.184 | |
| Ada-MSHyperPrediction Length (H)=242024.10 | 0.109 | 0.229 | |
| MSHyperforecast_type=short-range, multivariate=true, input_length=96, output_lengths=12, 24, 482024.10 | 0.112 | 0.211 | |
| TimesNetPrediction Length (H)=122024.10 | 0.112 | 0.212 | |
| MSHyperPrediction Length (H)=122024.10 | 0.113 | 0.209 | |
| iTransformerPrediction Length (H)=242024.10 | 0.115 | 0.219 | |
| SCINetPrediction Length (H)=242024.10 | 0.122 | 0.221 | |
| TimeMixerforecast_type=short-range, multivariate=true, input_length=96, output_lengths=12, 24, 482024.10 | 0.133 | 0.252 | |
| Autoformerforecast_type=short-range, multivariate=true, input_length=96, output_lengths=12, 24, 482024.10 | 0.133 | 0.225 | |
| ForecastGrapherInput length=96, Output lengths={12, 24, 48, 96}, Averaging protocol=averaged from all output lengths2024.05 | 0.14 | 0.212 | |
| TimesNetPrediction Length (H)=242024.10 | 0.141 | 0.238 | |
| iTransformerInput length=96, Output lengths={12, 24, 48, 96}, Averaging protocol=averaged from all output lengths2024.05 | 0.15 | 0.226 | |
| Crossformerforecast_type=short-range, multivariate=true, input_length=96, output_lengths=12, 24, 482024.10 | 0.15 | 0.244 | |
| DLinearPrediction Length (H)=122024.10 | 0.154 | 0.276 | |
| SCINetInput length=96, Output lengths={12, 24, 48, 96}, Averaging protocol=averaged from all output lengths2024.05 | 0.158 | 0.244 | |
| Ada-MSHyperPrediction Length (H)=482024.10 | 0.159 | 0.238 | |
| TimeMixerPrediction Length (H)=122024.10 | 0.162 | 0.337 | |
| CrossformerPrediction Length (H)=122024.10 | 0.165 | 0.214 | |
| PatchTSTPrediction Length (H)=122024.10 | 0.168 | 0.232 | |
| FEDformerPrediction Length (H)=122024.10 | 0.173 | 0.273 | |
| TimeMixerPrediction Length (H)=242024.10 | 0.181 | 0.364 | |
| iTransformerPrediction Length (H)=482024.10 | 0.186 | 0.235 | |
| SCINetPrediction Length (H)=482024.10 | 0.189 | 0.27 | |
| TimesNetInput length=96, Output lengths={12, 24, 48, 96}, Averaging protocol=averaged from all output lengths2024.05 | 0.193 | 0.271 | |
| TimesNetPrediction Length (H)=482024.10 | 0.198 | 0.283 | |
| FEDformerPrediction Length (H)=242024.10 | 0.21 | 0.301 | |
| CrossformerPrediction Length (H)=242024.10 | 0.215 | 0.26 | |
| TimeMixerPrediction Length (H)=482024.10 | 0.224 | 0.422 | |
| PatchTSTPrediction Length (H)=242024.10 | 0.224 | 0.281 | |
| MSHyperPrediction Length (H)=242024.10 | 0.23 | 0.248 | |
| FEDformerforecast_type=short-range, multivariate=true, input_length=96, output_lengths=12, 24, 482024.10 | 0.232 | 0.276 | |
| TimesNetforecast_type=short-range, multivariate=true, input_length=96, output_lengths=12, 24, 482024.10 | 0.234 | 0.323 | |
| DLinearforecast_type=short-range, multivariate=true, input_length=96, output_lengths=12, 24, 482024.10 | 0.238 | 0.289 | |
| DLinearPrediction Length (H)=242024.10 | 0.248 | 0.353 | |
| CrossformerInput length=96, Output lengths={12, 24, 48, 96}, Averaging protocol=averaged from all output lengths2024.05 | 0.268 | 0.307 | |
| PatchTSTInput length=96, Output lengths={12, 24, 48, 96}, Averaging protocol=averaged from all output lengths2024.05 | 0.28 | 0.321 | |
| SCINetforecast_type=short-range, multivariate=true, input_length=96, output_lengths=12, 24, 482024.10 | 0.281 | 0.366 | |
| PatchTSTforecast_type=short-range, multivariate=true, input_length=96, output_lengths=12, 24, 482024.10 | 0.304 | 0.409 | |
| CrossformerPrediction Length (H)=482024.10 | 0.315 | 0.355 | |
| MSHyperPrediction Length (H)=482024.10 | 0.317 | 0.324 | |
| FEDformerPrediction Length (H)=482024.10 | 0.32 | 0.394 | |
| PatchTSTPrediction Length (H)=482024.10 | 0.321 | 0.354 | |
| DLinearInput length=96, Output lengths={12, 24, 48, 96}, Averaging protocol=averaged from all output lengths2024.05 | 0.379 | 0.416 | |
| AutoformerPrediction Length (H)=122024.10 | 0.436 | 0.485 | |
| DLinearPrediction Length (H)=482024.10 | 0.44 | 0.47 | |
| AutoformerPrediction Length (H)=242024.10 | 0.467 | 0.502 | |
| RLinearInput length=96, Output lengths={12, 24, 48, 96}, Averaging protocol=averaged from all output lengths2024.05 | 0.529 | 0.487 | |
| AutoformerPrediction Length (H)=482024.10 | 0.966 | 0.733 |