Univariate Time-series Forecasting on ETTm2 (test)
0.059MSED-PAD
Evaluation results
| Method | Links | ||
|---|---|---|---|
| D-PADPrediction Length=962024.03 | 0.059 | 0.176 | |
| DLinearPrediction Length=962024.03 | 0.063 | 0.183 | |
| AutoformerPrediction Length=96, Input Sequence Length=962022.05 | 0.065 | 0.189 | |
| AutoformerPrediction Length=962024.03 | 0.065 | 0.189 | |
| SCINetPrediction Length=96, Input Length=3362024.03 | 0.066 | 0.187 | |
| LaSTPrediction Length=96, Input Length=3362024.03 | 0.067 | 0.189 | |
| FEDformerPrediction Length=962024.03 | 0.067 | 0.198 | |
| N-HITSPrediction Length=96, Input Length=3362024.03 | 0.068 | 0.188 | |
| Non-stationary TransformerPrediction Length=96, Input Sequence Length=962022.05 | 0.069 | 0.193 | |
| PyraformerPrediction Length=96, Input Sequence Length=962022.05 | 0.074 | 0.208 | |
| N-BEATSPrediction Length=96, Input Sequence Length=962022.05 | 0.082 | 0.219 | |
| D-PADPrediction Length=1922024.03 | 0.082 | 0.214 | |
| InformerPrediction Length=96, Input Sequence Length=962022.05 | 0.088 | 0.225 | |
| SCINetPrediction Length=192, Input Length=3362024.03 | 0.088 | 0.222 | |
| InformerPrediction Length=962024.03 | 0.088 | 0.225 | |
| N-HITSPrediction Length=192, Input Length=3362024.03 | 0.091 | 0.231 | |
| N-HITSPrediction Length=96, Input Sequence Length=962022.05 | 0.092 | 0.232 | |
| DLinearPrediction Length=1922024.03 | 0.092 | 0.227 | |
| LaSTPrediction Length=192, Input Length=3362024.03 | 0.095 | 0.231 | |
| FEDformerPrediction Length=1922024.03 | 0.102 | 0.245 | |
| D-PADPrediction Length=3362024.03 | 0.104 | 0.249 | |
| Non-stationary TransformerPrediction Length=192, Input Sequence Length=962022.05 | 0.109 | 0.249 | |
| PyraformerPrediction Length=192, Input Sequence Length=962022.05 | 0.116 | 0.252 | |
| AutoformerPrediction Length=192, Input Sequence Length=962022.05 | 0.118 | 0.256 | |
| AutoformerPrediction Length=1922024.03 | 0.118 | 0.256 | |
| DLinearPrediction Length=3362024.03 | 0.119 | 0.261 | |
| N-BEATSPrediction Length=192, Input Sequence Length=962022.05 | 0.12 | 0.268 | |
| LaSTPrediction Length=336, Input Length=3362024.03 | 0.12 | 0.262 | |
| N-HITSPrediction Length=336, Input Length=3362024.03 | 0.125 | 0.283 | |
| N-HITSPrediction Length=192, Input Sequence Length=962022.05 | 0.128 | 0.276 | |
| FEDformerPrediction Length=3362024.03 | 0.13 | 0.279 | |
| ReformerPrediction Length=96, Input Sequence Length=962022.05 | 0.131 | 0.288 | |
| InformerPrediction Length=192, Input Sequence Length=962022.05 | 0.132 | 0.283 | |
| InformerPrediction Length=1922024.03 | 0.132 | 0.283 | |
| Non-stationary TransformerPrediction Length=336, Input Sequence Length=962022.05 | 0.139 | 0.286 | |
| PyraformerPrediction Length=336, Input Sequence Length=962022.05 | 0.143 | 0.295 | |
| SCINetPrediction Length=336, Input Length=3362024.03 | 0.145 | 0.294 | |
| AutoformerPrediction Length=336, Input Sequence Length=962022.05 | 0.154 | 0.305 | |
| AutoformerPrediction Length=3362024.03 | 0.154 | 0.305 | |
| D-PADPrediction Length=7202024.03 | 0.155 | 0.307 | |
| N-HITSPrediction Length=336, Input Sequence Length=962022.05 | 0.165 | 0.314 | |
| SCINetPrediction Length=720, Input Length=3362024.03 | 0.165 | 0.315 | |
| N-HITSPrediction Length=720, Input Length=3362024.03 | 0.174 | 0.329 | |
| LaSTPrediction Length=720, Input Length=3362024.03 | 0.174 | 0.321 | |
| DLinearPrediction Length=7202024.03 | 0.175 | 0.32 | |
| FEDformerPrediction Length=7202024.03 | 0.178 | 0.325 | |
| Non-stationary TransformerPrediction Length=720, Input Sequence Length=962022.05 | 0.18 | 0.331 | |
| InformerPrediction Length=336, Input Sequence Length=962022.05 | 0.18 | 0.336 | |
| InformerPrediction Length=3362024.03 | 0.18 | 0.336 | |
| AutoformerPrediction Length=720, Input Sequence Length=962022.05 | 0.182 | 0.335 | |
| AutoformerPrediction Length=7202024.03 | 0.182 | 0.335 | |
| ReformerPrediction Length=192, Input Sequence Length=962022.05 | 0.186 | 0.354 | |
| N-BEATSPrediction Length=720, Input Sequence Length=962022.05 | 0.188 | 0.338 | |
| PyraformerPrediction Length=720, Input Sequence Length=962022.05 | 0.197 | 0.338 | |
| ARIMAPrediction Length=96, Input Sequence Length=962022.05 | 0.211 | 0.362 | |
| ReformerPrediction Length=336, Input Sequence Length=962022.05 | 0.22 | 0.381 | |
| N-BEATSPrediction Length=336, Input Sequence Length=962022.05 | 0.226 | 0.37 | |
| N-HITSPrediction Length=720, Input Sequence Length=962022.05 | 0.243 | 0.397 | |
| ARIMAPrediction Length=192, Input Sequence Length=962022.05 | 0.261 | 0.406 | |
| ReformerPrediction Length=720, Input Sequence Length=962022.05 | 0.267 | 0.43 | |
| InformerPrediction Length=720, Input Sequence Length=962022.05 | 0.3 | 0.435 | |
| InformerPrediction Length=7202024.03 | 0.3 | 0.435 | |
| ARIMAPrediction Length=336, Input Sequence Length=962022.05 | 0.317 | 0.448 | |
| ARIMAPrediction Length=720, Input Sequence Length=962022.05 | 0.366 | 0.487 |