Multivariate Time Series Forecasting on PEMS03
0.06MSEAda-MSHyper
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Ada-MSHyperPrediction Length (H)=122024.10 | 0.06 | 0.165 | |
| SCINetPrediction Length (H)=122024.10 | 0.066 | 0.172 | |
| Db2-TransFSequence Length=122025.12 | 0.068 | 0.173 | |
| iTransformerPrediction Length (H)=122024.10 | 0.071 | 0.174 | |
| iTransformerSequence Length=122025.12 | 0.071 | 0.174 | |
| Ada-MSHyperPrediction Length (H)=242024.10 | 0.075 | 0.184 | |
| Ada-MSHyperforecast_type=short-range, multivariate=true, input_length=96, output_lengths=12, 24, 482024.10 | 0.085 | 0.193 | |
| TimesNetPrediction Length (H)=122024.10 | 0.085 | 0.192 | |
| SCINetPrediction Length (H)=242024.10 | 0.085 | 0.198 | |
| TimesNetSequence Length=122025.12 | 0.085 | 0.192 | |
| CrossformerPrediction Length (H)=122024.10 | 0.09 | 0.203 | |
| CrossformerSequence Length=122025.12 | 0.09 | 0.203 | |
| iTransformerPrediction Length (H)=242024.10 | 0.093 | 0.201 | |
| iTransformerSequence Length=242025.12 | 0.093 | 0.201 | |
| Db2-TransFSequence Length=242025.12 | 0.095 | 0.205 | |
| iTransformerforecast_type=short-range, multivariate=true, input_length=96, output_lengths=12, 24, 482024.10 | 0.096 | 0.204 | |
| ForecastGrapherInput length=96, Output lengths={12, 24, 48, 96}, Averaging protocol=averaged from all output lengths2024.05 | 0.098 | 0.205 | |
| TimeMixerforecast_type=short-range, multivariate=true, input_length=96, output_lengths=12, 24, 482024.10 | 0.098 | 0.207 | |
| PatchTSTPrediction Length (H)=122024.10 | 0.099 | 0.216 | |
| PatchTSTSequence Length=122025.12 | 0.099 | 0.216 | |
| MSHyperPrediction Length (H)=122024.10 | 0.106 | 0.207 | |
| SCINetforecast_type=short-range, multivariate=true, input_length=96, output_lengths=12, 24, 482024.10 | 0.11 | 0.21 | |
| iTransformerInput length=96, Output lengths={12, 24, 48, 96}, Averaging protocol=averaged from all output lengths2024.05 | 0.113 | 0.221 | |
| iTransformerSequence Length=Avg2025.12 | 0.113 | 0.221 | |
| SCINetInput length=96, Output lengths={12, 24, 48, 96}, Averaging protocol=averaged from all output lengths2024.05 | 0.114 | 0.224 | |
| ACFormer2026.01 | 0.117 | 0.222 | |
| TimesNetPrediction Length (H)=242024.10 | 0.118 | 0.223 | |
| TimesNetSequence Length=242025.12 | 0.118 | 0.223 | |
| Ada-MSHyperPrediction Length (H)=482024.10 | 0.12 | 0.23 | |
| CrossformerPrediction Length (H)=242024.10 | 0.121 | 0.24 | |
| CrossformerSequence Length=242025.12 | 0.121 | 0.24 | |
| DLinearPrediction Length (H)=122024.10 | 0.122 | 0.243 | |
| DLinearSequence Length=122025.12 | 0.122 | 0.243 | |
| MSHyperforecast_type=short-range, multivariate=true, input_length=96, output_lengths=12, 24, 482024.10 | 0.123 | 0.226 | |
| iTransformerPrediction Length (H)=482024.10 | 0.125 | 0.236 | |
| iTransformerSequence Length=482025.12 | 0.125 | 0.236 | |
| MSHyperPrediction Length (H)=242024.10 | 0.126 | 0.207 | |
| FEDformerPrediction Length (H)=122024.10 | 0.126 | 0.251 | |
| RLinearSequence Length=122025.12 | 0.126 | 0.236 | |
| FEDformerSequence Length=122025.12 | 0.126 | 0.251 | |
| FEDformerforecast_type=short-range, multivariate=true, input_length=96, output_lengths=12, 24, 482024.10 | 0.127 | 0.212 | |
| SCINetPrediction Length (H)=482024.10 | 0.127 | 0.238 | |
| AmplifierPublication Year=20252026.01 | 0.131 | 0.236 | |
| Db2-TransFSequence Length=Avg2025.12 | 0.134 | 0.24 | |
| MSHyperPrediction Length (H)=482024.10 | 0.138 | 0.265 | |
| PatchTSTPrediction Length (H)=242024.10 | 0.142 | 0.259 | |
| PatchTSTSequence Length=242025.12 | 0.142 | 0.259 | |
| Db2-TransFSequence Length=482025.12 | 0.146 | 0.26 | |
| TimesNetInput length=96, Output lengths={12, 24, 48, 96}, Averaging protocol=averaged from all output lengths2024.05 | 0.147 | 0.248 | |
| PatchTSTforecast_type=short-range, multivariate=true, input_length=96, output_lengths=12, 24, 482024.10 | 0.147 | 0.25 | |
| TimesNetSequence Length=Avg2025.12 | 0.147 | 0.248 | |
| FEDformerPrediction Length (H)=242024.10 | 0.149 | 0.275 | |
| FEDformerSequence Length=242025.12 | 0.149 | 0.275 | |
| iTransformerPublication Year=20242026.01 | 0.151 | 0.253 | |
| TimesNetPublication Year=20232026.01 | 0.154 | 0.247 | |
| TimesNetPrediction Length (H)=482024.10 | 0.155 | 0.26 | |
| TimesNetSequence Length=482025.12 | 0.155 | 0.26 | |
| TimeMixerPrediction Length (H)=122024.10 | 0.161 | 0.323 | |
| iTransformerSequence Length=962025.12 | 0.164 | 0.275 | |
| DLinearforecast_type=short-range, multivariate=true, input_length=96, output_lengths=12, 24, 482024.10 | 0.167 | 0.291 | |
| CrossformerInput length=96, Output lengths={12, 24, 48, 96}, Averaging protocol=averaged from all output lengths2024.05 | 0.169 | 0.281 | |
| CrossformerSequence Length=Avg2025.12 | 0.169 | 0.281 | |
| TiDESequence Length=122025.12 | 0.178 | 0.305 | |
| PatchTSTInput length=96, Output lengths={12, 24, 48, 96}, Averaging protocol=averaged from all output lengths2024.05 | 0.18 | 0.291 | |
| PatchTSTSequence Length=Avg2025.12 | 0.18 | 0.291 | |
| TimeMixerPrediction Length (H)=242024.10 | 0.181 | 0.352 | |
| DLinearPrediction Length (H)=242024.10 | 0.201 | 0.317 | |
| DLinearSequence Length=242025.12 | 0.201 | 0.317 | |
| CrossformerPrediction Length (H)=482024.10 | 0.202 | 0.317 | |
| CrossformerSequence Length=482025.12 | 0.202 | 0.317 | |
| ModernTCNPublication Year=20242026.01 | 0.206 | 0.303 | |
| PatchTSTPublication Year=20232026.01 | 0.208 | 0.294 | |
| PatchTSTPrediction Length (H)=482024.10 | 0.211 | 0.319 | |
| PatchTSTSequence Length=482025.12 | 0.211 | 0.319 | |
| FEDformerSequence Length=Avg2025.12 | 0.213 | 0.327 | |
| TimesNetforecast_type=short-range, multivariate=true, input_length=96, output_lengths=12, 24, 482024.10 | 0.219 | 0.328 | |
| Autoformerforecast_type=short-range, multivariate=true, input_length=96, output_lengths=12, 24, 482024.10 | 0.22 | 0.26 | |
| TimeMixerPrediction Length (H)=482024.10 | 0.222 | 0.407 | |
| Db2-TransFSequence Length=962025.12 | 0.226 | 0.323 | |
| FEDformerPrediction Length (H)=482024.10 | 0.227 | 0.348 | |
| FEDformerSequence Length=482025.12 | 0.227 | 0.348 | |
| TimesNetSequence Length=962025.12 | 0.228 | 0.317 | |
| TimeMixer++Publication Year=20252026.01 | 0.24 | 0.328 | |
| RLinearSequence Length=242025.12 | 0.246 | 0.334 | |
| TiDESequence Length=242025.12 | 0.257 | 0.371 | |
| DLinearSequence Length=962025.12 | 0.257 | 0.515 | |
| DLinearPublication Year=20232026.01 | 0.262 | 0.343 | |
| CrossformerSequence Length=962025.12 | 0.262 | 0.367 | |
| PatchTSTSequence Length=962025.12 | 0.269 | 0.37 | |
| AutoformerPrediction Length (H)=122024.10 | 0.272 | 0.385 | |
| AutoformerSequence Length=122025.12 | 0.272 | 0.385 | |
| DLinearInput length=96, Output lengths={12, 24, 48, 96}, Averaging protocol=averaged from all output lengths2024.05 | 0.278 | 0.375 | |
| DLinearSequence Length=Avg2025.12 | 0.278 | 0.375 | |
| TiDESequence Length=Avg2025.12 | 0.326 | 0.419 | |
| TimeProPublication Year=20252026.01 | 0.331 | 0.375 | |
| DLinearPrediction Length (H)=482024.10 | 0.333 | 0.425 | |
| DLinearSequence Length=482025.12 | 0.333 | 0.425 | |
| AutoformerPrediction Length (H)=242024.10 | 0.334 | 0.44 | |
| AutoformerSequence Length=242025.12 | 0.334 | 0.44 | |
| FEDformerSequence Length=962025.12 | 0.348 | 0.434 |