Prediction Interval Estimation on Sap flow
-0.15Delta CovMCD
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| MCDalpha=0.05, backbone=LSTM2023.03 | -0.15 | 421.6 | 0.49 | |
| MCDalpha=0.1, backbone=LSTM2023.03 | -0.139 | 355.2 | 0.3 | |
| CP/CF-RNNBase Model=Ridge, AdaptiveCI=true, alpha=0.12023.03 | -0.126 | 9,521.9 | 2.87 | |
| MCDalpha=0.15, backbone=LSTM2023.03 | -0.122 | 311.4 | 0.23 | |
| HopCPTBase Model=Ridge, AdaptiveCI=true, alpha=0.12023.03 | -0.121 | 2,974.7 | 1.53 | |
| Gaussalpha=0.05, backbone=LSTM2023.03 | -0.072 | 494.7 | 0.29 | |
| MDNalpha=0.15, backbone=LSTM2023.03 | -0.068 | 331.5 | 0.16 | |
| Gaussalpha=0.1, backbone=LSTM2023.03 | -0.067 | 416.5 | 0.2 | |
| MDNalpha=0.1, backbone=LSTM2023.03 | -0.067 | 391.7 | 0.19 | |
| MDNalpha=0.05, backbone=LSTM2023.03 | -0.059 | 494.6 | 0.27 | |
| Gaussalpha=0.15, backbone=LSTM2023.03 | -0.059 | 364.9 | 0.17 | |
| EnbPIBase Model=Forest, AdaptiveCI=true, alpha=0.12023.03 | -0.006 | 4,142.8 | 1.11 | |
| UCBase Model=Ridge, AdaptiveCI=false, alpha=0.12023.03 | -0.006 | 1,492.5 | 0.39 | |
| EnbPIBase Model=LGBM, AdaptiveCI=true, alpha=0.12023.03 | -0.005 | 3,327 | 0.88 | |
| UCBase Model=Forest, AdaptiveCI=false, alpha=0.12023.03 | -0.004 | 1,006.9 | 0.29 | |
| CopulaCPTSBase Model=Ridge, AdaptiveCI=true, alpha=0.12023.03 | -0.004 | 10,426.2 | 2.36 | |
| EnbPIBase Model=Ridge, AdaptiveCI=true, alpha=0.12023.03 | -0.003 | 3,431.4 | 0.87 | |
| UCBase Model=LGBM, AdaptiveCI=false, alpha=0.12023.03 | -0.001 | 919.1 | 0.26 | |
| EnbPIBase Model=LSTM, AdaptiveCI=true, alpha=0.12023.03 | -0.001 | 863.1 | 0.28 | |
| SPCIalpha=0.05, backbone=LSTM2023.03 | 0 | 897.7 | 0.33 | |
| NexCPBase Model=Forest, AdaptiveCI=true, alpha=0.12023.03 | 0 | 6,151.7 | 1.54 | |
| NexCPBase Model=LGBM, AdaptiveCI=true, alpha=0.12023.03 | 0 | 4,845.1 | 1.23 | |
| NexCPBase Model=Ridge, AdaptiveCI=true, alpha=0.12023.03 | 0 | 10,665.6 | 2.39 | |
| UCBase Model=LSTM, AdaptiveCI=false, alpha=0.12023.03 | 0 | 595 | 0.19 | |
| NexCPBase Model=LSTM, AdaptiveCI=true, alpha=0.12023.03 | 0 | 1,019.1 | 0.32 | |
| HopCPTalpha=0.05, backbone=LSTM2023.03 | 0.001 | 783.5 | 0.25 | |
| CopulaCPTSBase Model=LSTM, AdaptiveCI=true, alpha=0.12023.03 | 0.001 | 980.1 | 0.31 | |
| HopCPTBase Model=LSTM, AdaptiveCI=true, alpha=0.12023.03 | 0.002 | 639.5 | 0.22 | |
| CP/CF-RNNBase Model=LSTM, AdaptiveCI=true, alpha=0.12023.03 | 0.002 | 992.6 | 0.32 | |
| CP/CF-RNNBase Model=Forest, AdaptiveCI=true, alpha=0.12023.03 | 0.003 | 6,022 | 1.53 | |
| HopCPTalpha=0.1, backbone=LSTM2023.03 | 0.004 | 594.3 | 0.19 | |
| SPCIalpha=0.1, backbone=LSTM2023.03 | 0.004 | 628.2 | 0.24 | |
| HopCPTBase Model=Forest, AdaptiveCI=true, alpha=0.12023.03 | 0.004 | 1,651 | 0.51 | |
| CopulaCPTSBase Model=Forest, AdaptiveCI=true, alpha=0.12023.03 | 0.004 | 6,034.6 | 1.53 | |
| HopCPTalpha=0.15, backbone=LSTM2023.03 | 0.005 | 489.9 | 0.17 | |
| SPCIalpha=0.15, backbone=LSTM2023.03 | 0.006 | 493.2 | 0.2 | |
| CopulaCPTSBase Model=LGBM, AdaptiveCI=true, alpha=0.12023.03 | 0.006 | 4,787 | 1.22 | |
| HopCPTBase Model=LGBM, AdaptiveCI=true, alpha=0.12023.03 | 0.007 | 1,601.7 | 0.45 | |
| CP/CF-RNNBase Model=LGBM, AdaptiveCI=true, alpha=0.12023.03 | 0.008 | 5,016.1 | 1.28 |