Multivariate Forecasting on Electricity
0.0883MSEGLinear
Evaluation results
| Method | Links | ||
|---|---|---|---|
| GLinearPrediction Length=12, Input Sequence Length=336, Learning Rate=0.0012025.01 | 0.0883 | 0.186 | |
| RLinearPrediction Length=12, Input Sequence Length=336, Learning Rate=0.0012025.01 | 0.0967 | 0.1973 | |
| GLinearPrediction Length=24, Input Sequence Length=336, Learning Rate=0.0012025.01 | 0.0988 | 0.1952 | |
| DLinearPrediction Length=12, Input Sequence Length=336, Learning Rate=0.0012025.01 | 0.0997 | 0.2009 | |
| NLinearPrediction Length=12, Input Sequence Length=336, Learning Rate=0.0012025.01 | 0.1 | 0.2006 | |
| RLinearPrediction Length=24, Input Sequence Length=336, Learning Rate=0.0012025.01 | 0.106 | 0.2049 | |
| DLinearPrediction Length=24, Input Sequence Length=336, Learning Rate=0.0012025.01 | 0.1099 | 0.2089 | |
| NLinearPrediction Length=24, Input Sequence Length=336, Learning Rate=0.0012025.01 | 0.1103 | 0.2092 | |
| GLinearPrediction Length=48, Input Sequence Length=336, Learning Rate=0.0012025.01 | 0.1144 | 0.2101 | |
| LeapTSInput length=96, Horizons=P ∈ {18, 24, 36, 48, 60}2026.05 | 0.117 | 0.213 | |
| LeapTSHorizon=AVG, Input sequence length=962026.05 | 0.117 | 0.213 | |
| RLinearPrediction Length=48, Input Sequence Length=336, Learning Rate=0.0012025.01 | 0.1201 | 0.218 | |
| AmplifierInput length=96, Horizons=P ∈ {18, 24, 36, 48, 60}2026.05 | 0.122 | 0.219 | |
| iTransformerInput length=96, Horizons=P ∈ {18, 24, 36, 48, 60}2026.05 | 0.122 | 0.215 | |
| AmplifierHorizon=AVG, Input sequence length=962026.05 | 0.122 | 0.219 | |
| iTransformerHorizon=AVG, Input sequence length=962026.05 | 0.122 | 0.215 | |
| DLinearPrediction Length=48, Input Sequence Length=336, Learning Rate=0.0012025.01 | 0.1249 | 0.2231 | |
| NLinearPrediction Length=48, Input Sequence Length=336, Learning Rate=0.0012025.01 | 0.1255 | 0.2232 | |
| CI-TSMixer-BestPrediction Length=962023.06 | 0.129 | 0.224 | |
| PatchTSTPrediction Length=962023.06 | 0.129 | 0.222 | |
| TimeMixerInput length=96, Horizons=P ∈ {18, 24, 36, 48, 60}2026.05 | 0.131 | 0.226 | |
| TimeMixerHorizon=AVG, Input sequence length=962026.05 | 0.131 | 0.226 | |
| GLinearPrediction Length=96, Input Sequence Length=336, Learning Rate=0.0012025.01 | 0.1313 | 0.2258 | |
| RLinearPrediction Length=96, Input Sequence Length=336, Learning Rate=0.0012025.01 | 0.1358 | 0.2317 | |
| GPHTPortion=10%, Prediction Horizon=962024.02 | 0.14 | 0.233 | |
| DLinearPrediction Length=96, Input Sequence Length=336, Learning Rate=0.0012025.01 | 0.1401 | 0.2374 | |
| NLinearPrediction Length=96, Input Sequence Length=336, Learning Rate=0.0012025.01 | 0.1409 | 0.2366 | |
| GPHTPortion=5%, Prediction Horizon=962024.02 | 0.143 | 0.237 | |
| TimesNetInput length=96, Horizons=P ∈ {18, 24, 36, 48, 60}2026.05 | 0.143 | 0.25 | |
| TimesNetHorizon=AVG, Input sequence length=962026.05 | 0.143 | 0.25 | |
| AMDInput length=96, Horizons=P ∈ {18, 24, 36, 48, 60}2026.05 | 0.145 | 0.24 | |
| AMDHorizon=AVG, Input sequence length=962026.05 | 0.145 | 0.24 | |
| PatchTSTPortion=10%, Prediction Horizon=962024.02 | 0.147 | 0.245 | |
| FPTPortion=5%, Prediction Horizon=962024.02 | 0.148 | 0.246 | |
| FPTPortion=10%, Prediction Horizon=962024.02 | 0.149 | 0.248 | |
| GLinearPrediction Length=192, Input Sequence Length=336, Learning Rate=0.0012025.01 | 0.1494 | 0.2423 | |
| RLinearPrediction Length=192, Input Sequence Length=336, Learning Rate=0.0012025.01 | 0.1518 | 0.2455 | |
| SimMTMPortion=5%, Prediction Horizon=962024.02 | 0.152 | 0.255 | |
| DLinearPrediction Length=192, Input Sequence Length=336, Learning Rate=0.0012025.01 | 0.1538 | 0.2505 | |
| GTTEvaluation Protocol=Fine-Tune2024.02 | 0.155 | 0.246 | |
| TSMixer2024.02 | 0.155 | 0.251 | |
| iTransformerPortion=5%, Prediction Horizon=962024.02 | 0.155 | 0.256 | |
| NLinearPrediction Length=192, Input Sequence Length=336, Learning Rate=0.0012025.01 | 0.1551 | 0.2488 | |
| GTTEvaluation Protocol=Zero-Shot2024.02 | 0.157 | 0.249 | |
| CI-TSMixer-BestForecast Horizon (FL)=3362023.06 | 0.158 | — | |
| PatchTSTInput length=96, Horizons=P ∈ {18, 24, 36, 48, 60}2026.05 | 0.158 | 0.253 | |
| PatchTSTHorizon=AVG, Input sequence length=962026.05 | 0.158 | 0.253 | |
| PatchTST2024.02 | 0.159 | 0.253 | |
| GPHTPortion=10%, Prediction Horizon=1922024.02 | 0.159 | 0.25 | |
| CI-TSMixer-BestForecast Length=3362023.06 | 0.16 | — | |
| DLinearBackbone=MLP-based, Normalization=TIFO*2026.02 | 0.161 | 0.257 | |
| GPHTPortion=5%, Prediction Horizon=1922024.02 | 0.162 | 0.254 | |
| DLinearBackbone=MLP-based, Normalization=SAN2026.02 | 0.163 | 0.26 | |
| AutoformerPrediction Length=12, Input Sequence Length=336, Learning Rate=0.0012025.01 | 0.1638 | 0.2872 | |
| CI-TSMixerForecast Horizon (FL)=3362023.06 | 0.165 | — | |
| TSMixerInput length=96, Horizons=P ∈ {18, 24, 36, 48, 60}2026.05 | 0.165 | 0.276 | |
| TSMixerHorizon=AVG, Input sequence length=962026.05 | 0.165 | 0.276 | |
| GLinearPrediction Length=336, Input Sequence Length=336, Learning Rate=0.0012025.01 | 0.1651 | 0.2582 | |
| DLinear2024.02 | 0.166 | 0.264 | |
| GPT4TS2024.02 | 0.167 | 0.263 | |
| DLinearBackbone=MLP-based, Normalization=TIFO2026.02 | 0.168 | 0.262 | |
| RLinearPrediction Length=336, Input Sequence Length=336, Learning Rate=0.0012025.01 | 0.1688 | 0.2621 | |
| iTransformerBackbone=Transformer-based, Normalization=TIFO2026.02 | 0.169 | 0.262 | |
| DLinearPrediction Length=336, Input Sequence Length=336, Learning Rate=0.0012025.01 | 0.1693 | 0.2678 | |
| AutoformerPrediction Length=24, Input Sequence Length=336, Learning Rate=0.0012025.01 | 0.1711 | 0.2917 | |
| NLinearPrediction Length=336, Input Sequence Length=336, Learning Rate=0.0012025.01 | 0.1717 | 0.2654 | |
| iTransformerBackbone=Transformer-based, Normalization=TIFO*2026.02 | 0.175 | 0.273 | |
| DLinearBackbone=MLP-based, Normalization=FAN2026.02 | 0.176 | 0.277 | |
| iTransformer2024.02 | 0.178 | 0.27 | |
| GPHTPortion=10%, Prediction Horizon=3362024.02 | 0.18 | 0.271 | |
| iTransformerBackbone=Transformer-based, Normalization=FAN2026.02 | 0.18 | 0.276 | |
| AutoformerPrediction Length=48, Input Sequence Length=336, Learning Rate=0.0012025.01 | 0.1827 | 0.299 | |
| GPHTPortion=5%, Prediction Horizon=3362024.02 | 0.184 | 0.275 | |
| CI-TSMixer-BestForecast Horizon (FL)=7202023.06 | 0.186 | — | |
| CI-TSMixer-BestPrediction Length=7202023.06 | 0.186 | 0.282 | |
| CI-TSMixer-BestForecast Length=7202023.06 | 0.187 | — | |
| PatchTSTPortion=5%, Prediction Horizon=962024.02 | 0.188 | 0.292 | |
| TimesNet2024.02 | 0.192 | 0.295 | |
| NSformerTraining configuration=Each Dataset, Predictive length=Avg2023.10 | 0.193 | 0.296 | |
| iTransformerBackbone=Transformer-based, Normalization=SAN2026.02 | 0.195 | 0.283 | |
| AutoformerPrediction Length=96, Input Sequence Length=336, Learning Rate=0.0012025.01 | 0.196 | 0.3106 | |
| DLinearInput length=96, Horizons=P ∈ {18, 24, 36, 48, 60}2026.05 | 0.196 | 0.288 | |
| DLinearHorizon=AVG, Input sequence length=962026.05 | 0.196 | 0.288 | |
| AutoformerInput length I=96, Prediction length O=962021.06 | 0.201 | 0.317 | |
| GLinearPrediction Length=720, Input Sequence Length=336, Learning Rate=0.0012025.01 | 0.2027 | 0.2906 | |
| CI-TSMixerForecast Horizon (FL)=7202023.06 | 0.204 | — | |
| DLinearPrediction Length=720, Input Sequence Length=336, Learning Rate=0.0012025.01 | 0.2042 | 0.3005 | |
| iTransformerBackbone=Transformer-based, Normalization=RevIN2026.02 | 0.205 | 0.272 | |
| AutoformerPrediction Length=192, Input Sequence Length=336, Learning Rate=0.0012025.01 | 0.2064 | 0.3182 | |
| RLinearPrediction Length=720, Input Sequence Length=336, Learning Rate=0.0012025.01 | 0.2071 | 0.294 | |
| NLinearPrediction Length=720, Input Sequence Length=336, Learning Rate=0.0012025.01 | 0.2104 | 0.2977 | |
| Fedformer2024.02 | 0.214 | 0.327 | |
| UniTimeTraining configuration=Across Datasets, Predictive length=Avg2023.10 | 0.216 | 0.305 | |
| AutoformerPrediction Length=336, Input Sequence Length=336, Learning Rate=0.0012025.01 | 0.2177 | 0.329 | |
| AutoformerInput length I=96, Prediction length O=1922021.06 | 0.222 | 0.334 | |
| DLinearBackbone=MLP-based, Normalization=RevIN2026.02 | 0.225 | 0.316 | |
| AutoformerInput length I=96, Prediction length O=3362021.06 | 0.231 | 0.338 | |
| GPHTPortion=10%, Prediction Horizon=7202024.02 | 0.231 | 0.313 | |
| GPHTPortion=5%, Prediction Horizon=7202024.02 | 0.238 | 0.321 | |
| AutoformerPrediction Length=720, Input Sequence Length=336, Learning Rate=0.0012025.01 | 0.2477 | 0.3528 |