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ResearchFormerly WizWand

Prediction Interval Estimation on Sap flow

-0.15Delta CovMCD
-0.15632-0.11366-0.071-0.02834Mar 22, 2023
Updated 8mo ago

Evaluation results

MethodLinks
MCDalpha=0.05, backbone=LSTM2023.03-0.15421.60.49
MCDalpha=0.1, backbone=LSTM2023.03-0.139355.20.3
CP/CF-RNNBase Model=Ridge, AdaptiveCI=true, alpha=0.12023.03-0.1269,521.92.87
MCDalpha=0.15, backbone=LSTM2023.03-0.122311.40.23
HopCPTBase Model=Ridge, AdaptiveCI=true, alpha=0.12023.03-0.1212,974.71.53
Gaussalpha=0.05, backbone=LSTM2023.03-0.072494.70.29
MDNalpha=0.15, backbone=LSTM2023.03-0.068331.50.16
Gaussalpha=0.1, backbone=LSTM2023.03-0.067416.50.2
MDNalpha=0.1, backbone=LSTM2023.03-0.067391.70.19
MDNalpha=0.05, backbone=LSTM2023.03-0.059494.60.27
Gaussalpha=0.15, backbone=LSTM2023.03-0.059364.90.17
EnbPIBase Model=Forest, AdaptiveCI=true, alpha=0.12023.03-0.0064,142.81.11
UCBase Model=Ridge, AdaptiveCI=false, alpha=0.12023.03-0.0061,492.50.39
EnbPIBase Model=LGBM, AdaptiveCI=true, alpha=0.12023.03-0.0053,3270.88
UCBase Model=Forest, AdaptiveCI=false, alpha=0.12023.03-0.0041,006.90.29
CopulaCPTSBase Model=Ridge, AdaptiveCI=true, alpha=0.12023.03-0.00410,426.22.36
EnbPIBase Model=Ridge, AdaptiveCI=true, alpha=0.12023.03-0.0033,431.40.87
UCBase Model=LGBM, AdaptiveCI=false, alpha=0.12023.03-0.001919.10.26
EnbPIBase Model=LSTM, AdaptiveCI=true, alpha=0.12023.03-0.001863.10.28
SPCIalpha=0.05, backbone=LSTM2023.030897.70.33
NexCPBase Model=Forest, AdaptiveCI=true, alpha=0.12023.0306,151.71.54
NexCPBase Model=LGBM, AdaptiveCI=true, alpha=0.12023.0304,845.11.23
NexCPBase Model=Ridge, AdaptiveCI=true, alpha=0.12023.03010,665.62.39
UCBase Model=LSTM, AdaptiveCI=false, alpha=0.12023.0305950.19
NexCPBase Model=LSTM, AdaptiveCI=true, alpha=0.12023.0301,019.10.32
HopCPTalpha=0.05, backbone=LSTM2023.030.001783.50.25
CopulaCPTSBase Model=LSTM, AdaptiveCI=true, alpha=0.12023.030.001980.10.31
HopCPTBase Model=LSTM, AdaptiveCI=true, alpha=0.12023.030.002639.50.22
CP/CF-RNNBase Model=LSTM, AdaptiveCI=true, alpha=0.12023.030.002992.60.32
CP/CF-RNNBase Model=Forest, AdaptiveCI=true, alpha=0.12023.030.0036,0221.53
HopCPTalpha=0.1, backbone=LSTM2023.030.004594.30.19
SPCIalpha=0.1, backbone=LSTM2023.030.004628.20.24
HopCPTBase Model=Forest, AdaptiveCI=true, alpha=0.12023.030.0041,6510.51
CopulaCPTSBase Model=Forest, AdaptiveCI=true, alpha=0.12023.030.0046,034.61.53
HopCPTalpha=0.15, backbone=LSTM2023.030.005489.90.17
SPCIalpha=0.15, backbone=LSTM2023.030.006493.20.2
CopulaCPTSBase Model=LGBM, AdaptiveCI=true, alpha=0.12023.030.0064,7871.22
HopCPTBase Model=LGBM, AdaptiveCI=true, alpha=0.12023.030.0071,601.70.45
CP/CF-RNNBase Model=LGBM, AdaptiveCI=true, alpha=0.12023.030.0085,016.11.28