Time-series Forecasting on PAXGUSDT Delay 15% v1 (test)
0.0293MSEReLaMix
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| ReLaMixType=Mixer, Horizon (k)=1, Params=13,9332026.03 | 0.0293 | 0.0611 | 99.103 | |
| ReLaMix w/o CompressionType=Ablation, Horizon (k)=1, Params=45,4532026.03 | 0.0307 | 0.052 | 99.058 | |
| ReLaMixType=Mixer, Horizon (k)=5, Params=14,5932026.03 | 0.0354 | 0.0653 | 98.917 | |
| ReLaMixType=Mixer, Horizon (k)=7, Params=14,9232026.03 | 0.0446 | 0.0806 | 98.634 | |
| ReLaMixType=Mixer, Horizon (k)=10, Params=15,4182026.03 | 0.0454 | 0.0772 | 98.611 | |
| TimesNetType=CNN, Horizon (k)=1, Params=228,7412026.03 | 0.049 | 0.1947 | 98.496 | |
| PatchTSTType=Transformer, Horizon (k)=1, Params=101,6372026.03 | 0.0509 | 0.203 | 98.438 | |
| PatchTSTType=Transformer, Horizon (k)=5, Params=102,2972026.03 | 0.0656 | 0.2061 | 97.988 | |
| PatchTSTType=Transformer, Horizon (k)=7, Params=102,6272026.03 | 0.069 | 0.2108 | 97.885 | |
| TimesNetType=CNN, Horizon (k)=5, Params=229,4012026.03 | 0.0711 | 0.2199 | 97.82 | |
| TimeMixerType=Mixer, Horizon (k)=1, Params=41,2932026.03 | 0.079 | 0.2035 | 97.578 | |
| TimeMixerType=Mixer, Horizon (k)=5, Params=41,9532026.03 | 0.0957 | 0.2084 | 97.067 | |
| TimesNetType=CNN, Horizon (k)=7, Params=229,7312026.03 | 0.1035 | 0.2594 | 96.826 | |
| TimesNetType=CNN, Horizon (k)=10, Params=230,2262026.03 | 0.105 | 0.2419 | 96.78 | |
| PatchTSTType=Transformer, Horizon (k)=10, Params=103,1222026.03 | 0.1128 | 0.2575 | 96.542 | |
| TimeMixerType=Mixer, Horizon (k)=7, Params=42,2832026.03 | 0.1228 | 0.2346 | 96.234 | |
| TimeMixerType=Mixer, Horizon (k)=10, Params=42,7782026.03 | 0.1506 | 0.2664 | 95.384 | |
| ReLaMix w/o ResidualType=Ablation, Horizon (k)=1, Params=15,8532026.03 | 0.2371 | 0.3277 | 92.729 | |
| GRUType=RNN, Horizon (k)=1, Params=38,9172026.03 | 0.4437 | 0.4509 | 86.392 | |
| GRUType=RNN, Horizon (k)=5, Params=40,2172026.03 | 0.5643 | 0.5335 | 82.695 | |
| GRUType=RNN, Horizon (k)=7, Params=40,8672026.03 | 0.5786 | 0.6038 | 82.257 | |
| GRUType=RNN, Horizon (k)=10, Params=41,8422026.03 | 0.6508 | 0.6113 | 80.043 | |
| LSTMType=RNN, Horizon (k)=1, Params=51,7812026.03 | 0.7331 | 0.6131 | 77.519 | |
| LSTMType=RNN, Horizon (k)=5, Params=53,0812026.03 | 1.003 | 0.6993 | 70.017 | |
| LSTMType=RNN, Horizon (k)=7, Params=53,7312026.03 | 1.073 | 0.7857 | 67.701 | |
| LSTMType=RNN, Horizon (k)=10, Params=54,7062026.03 | 1.194 | 0.8241 | 63.88 |