Time Series Forecasting on IaaS
0.723MSEAOSNET
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| AOSNETPrediction Horizon (H)=192, Look-back Length (L)=962026.06 | 0.723 | 0.583 | 71.6 | |
| AOSNETPrediction Horizon (H)=336, Look-back Length (L)=962026.06 | 0.726 | 0.577 | 70.1 | |
| TQNetPrediction Horizon (H)=192, Look-back Length (L)=962026.06 | 0.74 | 0.588 | 72.2 | |
| CycleNetPrediction Horizon (H)=336, Look-back Length (L)=962026.06 | 0.743 | 0.587 | 71.4 | |
| TQNetPrediction Horizon (H)=336, Look-back Length (L)=962026.06 | 0.746 | 0.592 | 71.9 | |
| AOSNETPrediction Horizon (H)=Avg, Look-back Length (L)=962026.06 | 0.752 | 0.591 | 72 | |
| AOSNETPrediction Horizon (H)=96, Look-back Length (L)=962026.06 | 0.754 | 0.596 | 74.8 | |
| TQNetPrediction Horizon (H)=96, Look-back Length (L)=962026.06 | 0.754 | 0.602 | 75.6 | |
| CycleNetPrediction Horizon (H)=192, Look-back Length (L)=962026.06 | 0.754 | 0.591 | 72.5 | |
| CycleNetPrediction Horizon (H)=96, Look-back Length (L)=962026.06 | 0.756 | 0.604 | 75.9 | |
| TQNetPrediction Horizon (H)=Avg, Look-back Length (L)=962026.06 | 0.772 | 0.603 | 73.5 | |
| DiPE-LinearPrediction Length=962024.11 | 0.789 | 0.667 | — | |
| CycleNetPrediction Horizon (H)=Avg, Look-back Length (L)=962026.06 | 0.79 | 0.61 | 74.3 | |
| DLinearPrediction Length=962024.11 | 0.795 | 0.699 | — | |
| RLinearPrediction Length=962024.11 | 0.797 | 0.688 | — | |
| FITSPrediction Length=962024.11 | 0.799 | 0.702 | — | |
| NlinearPrediction Length=962024.11 | 0.799 | 0.682 | — | |
| iTransformerPrediction Horizon (H)=192, Look-back Length (L)=962026.06 | 0.799 | 0.621 | 76.3 | |
| AOSNETPrediction Horizon (H)=720, Look-back Length (L)=962026.06 | 0.805 | 0.608 | 71.4 | |
| iTransformerPrediction Horizon (H)=336, Look-back Length (L)=962026.06 | 0.81 | 0.627 | 76.2 | |
| DiPE-LinearPrediction Length=1922024.11 | 0.817 | 0.698 | — | |
| NlinearPrediction Length=1922024.11 | 0.82 | 0.702 | — | |
| DLinearPrediction Length=1922024.11 | 0.823 | 0.717 | — | |
| RLinearPrediction Length=1922024.11 | 0.831 | 0.7 | — | |
| FITSPrediction Length=1922024.11 | 0.839 | 0.723 | — | |
| DLinearPrediction Length=3362024.11 | 0.842 | 0.731 | — | |
| TQNetPrediction Horizon (H)=720, Look-back Length (L)=962026.06 | 0.848 | 0.63 | 74.1 | |
| DiPE-LinearPrediction Length=7202024.11 | 0.869 | 0.736 | — | |
| DLinearPrediction Length=7202024.11 | 0.881 | 0.741 | — | |
| iTransformerPrediction Horizon (H)=Avg, Look-back Length (L)=962026.06 | 0.885 | 0.662 | 80.7 | |
| NlinearPrediction Length=3362024.11 | 0.898 | 0.771 | — | |
| FITSPrediction Length=7202024.11 | 0.899 | 0.839 | — | |
| iTransformerPrediction Horizon (H)=96, Look-back Length (L)=962026.06 | 0.905 | 0.684 | 85.9 | |
| CycleNetPrediction Horizon (H)=720, Look-back Length (L)=962026.06 | 0.906 | 0.66 | 77.5 | |
| NlinearPrediction Length=7202024.11 | 0.924 | 0.785 | — | |
| RLinearPrediction Length=7202024.11 | 0.938 | 0.828 | — | |
| FITSPrediction Length=3362024.11 | 0.998 | 0.855 | — | |
| iTransformerPrediction Horizon (H)=720, Look-back Length (L)=962026.06 | 1.025 | 0.718 | 84.3 | |
| DiPE-LinearPrediction Length=3362024.11 | 1.18 | 0.839 | — | |
| RLinearPrediction Length=3362024.11 | 1.255 | 0.822 | — |