Time Series Prediction on Synthetic Data 5 systems
0.24RMSEARIMA
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| ARIMAConfiguration=With ESE, Input Length=20, Prediction Horizon=12026.06 | 0.24 | 0.228 | |
| PatchTSTConfiguration=With ESE, Input Length=10, Prediction Horizon=12026.06 | 0.24 | 0.209 | |
| ARIMAConfiguration=No ESE, Input Length=10, Prediction Horizon=12026.06 | 0.241 | 0.222 | |
| PatchTSTConfiguration=No ESE, Input Length=10, Prediction Horizon=12026.06 | 0.241 | 0.207 | |
| DlinearConfiguration=With ESE, Input Length=10, Prediction Horizon=12026.06 | 0.242 | 0.215 | |
| InformerConfiguration=With ESE, Input Length=10, Prediction Horizon=12026.06 | 0.242 | 0.226 | |
| ARIMAConfiguration=With ESE, Input Length=10, Prediction Horizon=12026.06 | 0.243 | 0.221 | |
| ARIMAConfiguration=No ESE, Input Length=20, Prediction Horizon=12026.06 | 0.243 | 0.229 | |
| InformerConfiguration=No ESE, Input Length=10, Prediction Horizon=12026.06 | 0.243 | 0.225 | |
| DlinearConfiguration=No ESE, Input Length=10, Prediction Horizon=12026.06 | 0.244 | 0.203 | |
| ESEInput Length=10, Prediction Horizon=12026.06 | 0.246 | 0.208 | |
| InformerConfiguration=With ESE, Input Length=20, Prediction Horizon=12026.06 | 0.246 | 0.239 | |
| InformerConfiguration=No ESE, Input Length=20, Prediction Horizon=12026.06 | 0.248 | 0.213 | |
| DeepARConfiguration=No ESE, Input Length=10, Prediction Horizon=12026.06 | 0.248 | 0.203 | |
| DeepARConfiguration=With ESE, Input Length=20, Prediction Horizon=12026.06 | 0.248 | 0.214 | |
| LSTMConfiguration=With ESE, Input Length=10, Prediction Horizon=12026.06 | 0.249 | 0.204 | |
| DeepARConfiguration=With ESE, Input Length=10, Prediction Horizon=12026.06 | 0.249 | 0.202 | |
| LSTMConfiguration=No ESE, Input Length=10, Prediction Horizon=12026.06 | 0.25 | 0.203 | |
| PatchTSTConfiguration=With ESE, Input Length=20, Prediction Horizon=12026.06 | 0.25 | 0.207 | |
| PatchTSTConfiguration=No ESE, Input Length=20, Prediction Horizon=12026.06 | 0.251 | 0.208 | |
| ESEInput Length=20, Prediction Horizon=12026.06 | 0.252 | 0.21 | |
| DeepARConfiguration=No ESE, Input Length=20, Prediction Horizon=12026.06 | 0.252 | 0.215 | |
| DlinearConfiguration=With ESE, Input Length=20, Prediction Horizon=12026.06 | 0.254 | 0.215 | |
| LSTMConfiguration=With ESE, Input Length=20, Prediction Horizon=12026.06 | 0.255 | 0.212 | |
| DlinearConfiguration=No ESE, Input Length=20, Prediction Horizon=12026.06 | 0.257 | 0.214 | |
| LSTMConfiguration=No ESE, Input Length=20, Prediction Horizon=12026.06 | 0.258 | 0.212 | |
| ARIMAConfiguration=No ESE, Input Length=50, Prediction Horizon=12026.06 | 0.276 | 0.248 | |
| ARIMAConfiguration=With ESE, Input Length=50, Prediction Horizon=12026.06 | 0.276 | 0.247 | |
| DeepARConfiguration=With ESE, Input Length=50, Prediction Horizon=12026.06 | 0.28 | 0.253 | |
| DeepARConfiguration=No ESE, Input Length=50, Prediction Horizon=12026.06 | 0.281 | 0.251 | |
| InformerConfiguration=No ESE, Input Length=50, Prediction Horizon=12026.06 | 0.283 | 0.227 | |
| InformerConfiguration=With ESE, Input Length=50, Prediction Horizon=12026.06 | 0.283 | 0.228 | |
| PatchTSTConfiguration=With ESE, Input Length=50, Prediction Horizon=12026.06 | 0.292 | 0.211 | |
| PatchTSTConfiguration=No ESE, Input Length=50, Prediction Horizon=12026.06 | 0.294 | 0.211 | |
| ESEInput Length=50, Prediction Horizon=12026.06 | 0.295 | 0.229 | |
| LSTMConfiguration=No ESE, Input Length=50, Prediction Horizon=12026.06 | 0.298 | 0.226 | |
| LSTMConfiguration=With ESE, Input Length=50, Prediction Horizon=12026.06 | 0.298 | 0.224 | |
| DlinearConfiguration=No ESE, Input Length=50, Prediction Horizon=12026.06 | 0.309 | 0.223 | |
| DlinearConfiguration=With ESE, Input Length=50, Prediction Horizon=12026.06 | 0.309 | 0.225 |