Multivariate Time Series Prediction on PEMS07
0.055MSEAda-MSHyper
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Ada-MSHyperPrediction Length (H)=122024.10 | 0.055 | 0.154 | |
| Ada-MSHyperPrediction Length (H)=242024.10 | 0.065 | 0.172 | |
| iTransformerPrediction Length (H)=122024.10 | 0.067 | 0.165 | |
| SCINetPrediction Length (H)=122024.10 | 0.068 | 0.171 | |
| ForecastGrapherInput length=96, Output lengths={12, 24, 48, 96}, Averaging protocol=averaged from all output lengths2024.05 | 0.079 | 0.172 | |
| Ada-MSHyperforecast_type=short-range, multivariate=true, input_length=96, output_lengths=12, 24, 482024.10 | 0.08 | 0.189 | |
| TimesNetPrediction Length (H)=122024.10 | 0.082 | 0.181 | |
| iTransformerPrediction Length (H)=242024.10 | 0.088 | 0.19 | |
| MSHyperforecast_type=short-range, multivariate=true, input_length=96, output_lengths=12, 24, 482024.10 | 0.093 | 0.203 | |
| CrossformerPrediction Length (H)=122024.10 | 0.094 | 0.2 | |
| PatchTSTPrediction Length (H)=122024.10 | 0.095 | 0.207 | |
| iTransformerInput length=96, Output lengths={12, 24, 48, 96}, Averaging protocol=averaged from all output lengths2024.05 | 0.101 | 0.204 | |
| TimesNetPrediction Length (H)=242024.10 | 0.101 | 0.204 | |
| FEDformerforecast_type=short-range, multivariate=true, input_length=96, output_lengths=12, 24, 482024.10 | 0.106 | 0.208 | |
| Ada-MSHyperPrediction Length (H)=482024.10 | 0.107 | 0.204 | |
| DLinearforecast_type=short-range, multivariate=true, input_length=96, output_lengths=12, 24, 482024.10 | 0.109 | 0.22 | |
| FEDformerPrediction Length (H)=122024.10 | 0.109 | 0.225 | |
| iTransformerPrediction Length (H)=482024.10 | 0.11 | 0.215 | |
| MSHyperPrediction Length (H)=242024.10 | 0.111 | 0.225 | |
| DLinearPrediction Length (H)=122024.10 | 0.115 | 0.242 | |
| SCINetInput length=96, Output lengths={12, 24, 48, 96}, Averaging protocol=averaged from all output lengths2024.05 | 0.119 | 0.217 | |
| SCINetPrediction Length (H)=242024.10 | 0.119 | 0.225 | |
| TimesNetInput length=96, Output lengths={12, 24, 48, 96}, Averaging protocol=averaged from all output lengths2024.05 | 0.124 | 0.225 | |
| FEDformerPrediction Length (H)=242024.10 | 0.125 | 0.244 | |
| TimesNetPrediction Length (H)=482024.10 | 0.134 | 0.238 | |
| MSHyperPrediction Length (H)=122024.10 | 0.137 | 0.256 | |
| MSHyperPrediction Length (H)=482024.10 | 0.137 | 0.221 | |
| TimeMixerforecast_type=short-range, multivariate=true, input_length=96, output_lengths=12, 24, 482024.10 | 0.138 | 0.253 | |
| CrossformerPrediction Length (H)=242024.10 | 0.139 | 0.247 | |
| PatchTSTforecast_type=short-range, multivariate=true, input_length=96, output_lengths=12, 24, 482024.10 | 0.145 | 0.267 | |
| SCINetPrediction Length (H)=482024.10 | 0.149 | 0.237 | |
| PatchTSTPrediction Length (H)=242024.10 | 0.15 | 0.262 | |
| TimeMixerPrediction Length (H)=122024.10 | 0.151 | 0.322 | |
| FEDformerPrediction Length (H)=482024.10 | 0.165 | 0.288 | |
| TimeMixerPrediction Length (H)=242024.10 | 0.169 | 0.348 | |
| TimesNetforecast_type=short-range, multivariate=true, input_length=96, output_lengths=12, 24, 482024.10 | 0.181 | 0.272 | |
| iTransformerforecast_type=short-range, multivariate=true, input_length=96, output_lengths=12, 24, 482024.10 | 0.183 | 0.363 | |
| SCINetforecast_type=short-range, multivariate=true, input_length=96, output_lengths=12, 24, 482024.10 | 0.189 | 0.374 | |
| Crossformerforecast_type=short-range, multivariate=true, input_length=96, output_lengths=12, 24, 482024.10 | 0.195 | 0.308 | |
| TimeMixerPrediction Length (H)=482024.10 | 0.196 | 0.384 | |
| AutoformerPrediction Length (H)=122024.10 | 0.199 | 0.336 | |
| DLinearPrediction Length (H)=242024.10 | 0.21 | 0.329 | |
| PatchTSTInput length=96, Output lengths={12, 24, 48, 96}, Averaging protocol=averaged from all output lengths2024.05 | 0.211 | 0.303 | |
| CrossformerInput length=96, Output lengths={12, 24, 48, 96}, Averaging protocol=averaged from all output lengths2024.05 | 0.235 | 0.315 | |
| Autoformerforecast_type=short-range, multivariate=true, input_length=96, output_lengths=12, 24, 482024.10 | 0.241 | 0.343 | |
| PatchTSTPrediction Length (H)=482024.10 | 0.253 | 0.34 | |
| CrossformerPrediction Length (H)=482024.10 | 0.311 | 0.369 | |
| AutoformerPrediction Length (H)=242024.10 | 0.323 | 0.42 | |
| DLinearInput length=96, Output lengths={12, 24, 48, 96}, Averaging protocol=averaged from all output lengths2024.05 | 0.329 | 0.395 | |
| AutoformerPrediction Length (H)=482024.10 | 0.39 | 0.47 | |
| DLinearPrediction Length (H)=482024.10 | 0.398 | 0.458 | |
| RLinearInput length=96, Output lengths={12, 24, 48, 96}, Averaging protocol=averaged from all output lengths2024.05 | 0.504 | 0.478 |