Workload Forecasting on PaaS
0.062MSETQNet
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| TQNetPrediction Horizon (H)=96, Look-back Length (L)=962026.06 | 0.062 | 0.138 | 18 | |
| CycleNetPrediction Horizon (H)=96, Look-back Length (L)=962026.06 | 0.074 | 0.142 | 18.5 | |
| AOSNETPrediction Horizon (H)=96, Look-back Length (L)=962026.06 | 0.076 | 0.144 | 18.6 | |
| AOSNETPrediction Horizon (H)=Avg, Look-back Length (L)=962026.06 | 0.123 | 0.178 | 20.1 | |
| TQNetPrediction Horizon (H)=Avg, Look-back Length (L)=962026.06 | 0.124 | 0.183 | 20.6 | |
| CycleNetPrediction Horizon (H)=Avg, Look-back Length (L)=962026.06 | 0.13 | 0.187 | 21 | |
| AOSNETPrediction Horizon (H)=336, Look-back Length (L)=962026.06 | 0.136 | 0.18 | 19.5 | |
| TQNetPrediction Horizon (H)=720, Look-back Length (L)=962026.06 | 0.136 | 0.223 | 24.2 | |
| CycleNetPrediction Horizon (H)=336, Look-back Length (L)=962026.06 | 0.136 | 0.173 | 18.7 | |
| AOSNETPrediction Horizon (H)=192, Look-back Length (L)=962026.06 | 0.139 | 0.17 | 18.1 | |
| AOSNETPrediction Horizon (H)=720, Look-back Length (L)=962026.06 | 0.141 | 0.221 | 24 | |
| CycleNetPrediction Horizon (H)=192, Look-back Length (L)=962026.06 | 0.145 | 0.178 | 19.1 | |
| TQNetPrediction Horizon (H)=336, Look-back Length (L)=962026.06 | 0.148 | 0.194 | 20.9 | |
| TQNetPrediction Horizon (H)=192, Look-back Length (L)=962026.06 | 0.149 | 0.179 | 19.2 | |
| CycleNetPrediction Horizon (H)=720, Look-back Length (L)=962026.06 | 0.166 | 0.255 | 27.8 | |
| iTransformerPrediction Horizon (H)=96, Look-back Length (L)=962026.06 | 0.196 | 0.272 | 35.4 | |
| iTransformerPrediction Horizon (H)=Avg, Look-back Length (L)=962026.06 | 0.337 | 0.343 | 38.6 | |
| iTransformerPrediction Horizon (H)=192, Look-back Length (L)=962026.06 | 0.346 | 0.341 | 36.5 | |
| iTransformerPrediction Horizon (H)=336, Look-back Length (L)=962026.06 | 0.351 | 0.34 | 36.8 | |
| iTransformerPrediction Horizon (H)=720, Look-back Length (L)=962026.06 | 0.455 | 0.42 | 45.7 |