Prediction Interval Estimation on Air 25 PM
-0.253Delta CovGauss
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Gaussalpha=0.15, backbone=LSTM2023.03 | -0.253 | 20 | 0.85 | |
| Gaussalpha=0.1, backbone=LSTM2023.03 | -0.247 | 22.8 | 1.06 | |
| MDNalpha=0.15, backbone=LSTM2023.03 | -0.243 | 18.4 | 0.84 | |
| MDNalpha=0.1, backbone=LSTM2023.03 | -0.234 | 21.6 | 1.05 | |
| Gaussalpha=0.05, backbone=LSTM2023.03 | -0.227 | 27.1 | 1.58 | |
| MDNalpha=0.05, backbone=LSTM2023.03 | -0.209 | 26.9 | 1.57 | |
| MCDalpha=0.05, backbone=LSTM2023.03 | -0.1 | 31.7 | 1.41 | |
| MCDalpha=0.1, backbone=LSTM2023.03 | -0.095 | 26.6 | 0.95 | |
| MCDalpha=0.15, backbone=LSTM2023.03 | -0.086 | 23.2 | 0.76 | |
| SPCIalpha=0.1, backbone=LSTM2023.03 | -0.017 | 32.4 | 0.93 | |
| SPCIalpha=0.15, backbone=LSTM2023.03 | -0.016 | 26.1 | 0.76 | |
| SPCIalpha=0.05, backbone=LSTM2023.03 | -0.015 | 44.9 | 1.29 | |
| CP/CF-RNNBase Model=Forest, AdaptiveCI=true, alpha=0.12023.03 | -0.008 | 200.8 | 3.47 | |
| CP/CF-RNNBase Model=LGBM, AdaptiveCI=true, alpha=0.12023.03 | -0.007 | 147.2 | 2.74 | |
| CopulaCPTSBase Model=Forest, AdaptiveCI=true, alpha=0.12023.03 | -0.004 | 205.2 | 3.43 | |
| EnbPIBase Model=Forest, AdaptiveCI=true, alpha=0.12023.03 | -0.003 | 221.7 | 3.68 | |
| CopulaCPTSBase Model=LGBM, AdaptiveCI=true, alpha=0.12023.03 | -0.003 | 151.1 | 2.73 | |
| HopCPTBase Model=Forest, AdaptiveCI=true, alpha=0.12023.03 | -0.002 | 86.5 | 1.76 | |
| UCBase Model=Forest, AdaptiveCI=false, alpha=0.12023.03 | -0.001 | 53.4 | 1.1 | |
| NexCPBase Model=Forest, AdaptiveCI=true, alpha=0.12023.03 | -0.001 | 245.1 | 3.97 | |
| EnbPIBase Model=LGBM, AdaptiveCI=true, alpha=0.12023.03 | -0.001 | 180.6 | 3.17 | |
| HopCPTBase Model=Ridge, AdaptiveCI=true, alpha=0.12023.03 | -0.001 | 63.2 | 1.33 | |
| EnbPIBase Model=Ridge, AdaptiveCI=true, alpha=0.12023.03 | -0.001 | 130 | 2.36 | |
| UCBase Model=LSTM, AdaptiveCI=false, alpha=0.12023.03 | -0.001 | 40.3 | 0.89 | |
| HopCPTBase Model=LSTM, AdaptiveCI=true, alpha=0.12023.03 | -0.001 | 36.3 | 0.89 | |
| CopulaCPTSBase Model=LSTM, AdaptiveCI=true, alpha=0.12023.03 | -0.001 | 38.8 | 0.95 | |
| UCBase Model=LGBM, AdaptiveCI=false, alpha=0.12023.03 | 0 | 52.5 | 1.1 | |
| HopCPTBase Model=LGBM, AdaptiveCI=true, alpha=0.12023.03 | 0 | 76.1 | 1.69 | |
| NexCPBase Model=LGBM, AdaptiveCI=true, alpha=0.12023.03 | 0 | 191.7 | 3.38 | |
| UCBase Model=Ridge, AdaptiveCI=false, alpha=0.12023.03 | 0 | 50.4 | 1.04 | |
| CP/CF-RNNBase Model=Ridge, AdaptiveCI=true, alpha=0.12023.03 | 0 | 129.5 | 2.52 | |
| EnbPIBase Model=LSTM, AdaptiveCI=true, alpha=0.12023.03 | 0 | 44.6 | 0.96 | |
| CP/CF-RNNBase Model=LSTM, AdaptiveCI=true, alpha=0.12023.03 | 0 | 38.9 | 0.93 | |
| NexCPBase Model=Ridge, AdaptiveCI=true, alpha=0.12023.03 | 0.001 | 143.6 | 2.64 | |
| CopulaCPTSBase Model=Ridge, AdaptiveCI=true, alpha=0.12023.03 | 0.001 | 130.3 | 2.53 | |
| NexCPBase Model=LSTM, AdaptiveCI=true, alpha=0.12023.03 | 0.001 | 40.8 | 0.94 | |
| HopCPTalpha=0.05, backbone=LSTM2023.03 | 0.005 | 57.1 | 1.19 | |
| HopCPTalpha=0.15, backbone=LSTM2023.03 | 0.005 | 32.5 | 0.74 | |
| HopCPTalpha=0.1, backbone=LSTM2023.03 | 0.007 | 40.7 | 0.88 |