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ResearchFormerly WizWand

Disease progression prediction on Dutch Data Warehouse (DDW) March 2021 (test)

0.511RMSELatent Hybridisation Model
0.491320.624160.7570.88984Jun 5, 2021
Updated 8mo ago

Evaluation results

MethodLinks
Latent Hybridisation ModelTraining sample size (N0)=1000, Prediction horizon (H)=24 hours2021.060.511
Latent Hybridisation ModelTraining sample size (N0)=500, Prediction horizon (H)=24 hours2021.060.529
EnsembleTraining sample size (N0)=1000, Prediction horizon (H)=24 hours2021.060.599
Time LSTMTraining sample size (N0)=500, Prediction horizon (H)=24 hours2021.060.6
GRU-ODETraining sample size (N0)=1000, Prediction horizon (H)=24 hours2021.060.601
Latent Hybridisation ModelTraining sample size (N0)=250, Prediction horizon (H)=24 hours2021.060.605
ODE2VAETraining sample size (N0)=1000, Prediction horizon (H)=24 hours2021.060.619
GRU-ODETraining sample size (N0)=500, Prediction horizon (H)=24 hours2021.060.623
EnsembleTraining sample size (N0)=500, Prediction horizon (H)=24 hours2021.060.628
Time LSTMTraining sample size (N0)=1000, Prediction horizon (H)=24 hours2021.060.631
Latent Hybridisation ModelTraining sample size (N0)=100, Prediction horizon (H)=24 hours2021.060.633
ResidualTraining sample size (N0)=1000, Prediction horizon (H)=24 hours2021.060.635
ODE2VAETraining sample size (N0)=500, Prediction horizon (H)=24 hours2021.060.643
NODETraining sample size (N0)=500, Prediction horizon (H)=24 hours2021.060.644
Time LSTMTraining sample size (N0)=250, Prediction horizon (H)=24 hours2021.060.649
NODETraining sample size (N0)=1000, Prediction horizon (H)=24 hours2021.060.65
EnsembleTraining sample size (N0)=250, Prediction horizon (H)=24 hours2021.060.657
NODETraining sample size (N0)=250, Prediction horizon (H)=24 hours2021.060.659
NODETraining sample size (N0)=100, Prediction horizon (H)=24 hours2021.060.662
ODE2VAETraining sample size (N0)=250, Prediction horizon (H)=24 hours2021.060.666
GRU-ODETraining sample size (N0)=250, Prediction horizon (H)=24 hours2021.060.673
ODE2VAETraining sample size (N0)=100, Prediction horizon (H)=24 hours2021.060.674
ExpertTraining sample size (N0)=500, Prediction horizon (H)=24 hours2021.060.702
ExpertTraining sample size (N0)=250, Prediction horizon (H)=24 hours2021.060.704
Time LSTMTraining sample size (N0)=100, Prediction horizon (H)=24 hours2021.060.706
EnsembleTraining sample size (N0)=100, Prediction horizon (H)=24 hours2021.060.707
ExpertTraining sample size (N0)=1000, Prediction horizon (H)=24 hours2021.060.713
ResidualTraining sample size (N0)=500, Prediction horizon (H)=24 hours2021.060.717
ExpertTraining sample size (N0)=100, Prediction horizon (H)=24 hours2021.060.718
GRU-ODETraining sample size (N0)=100, Prediction horizon (H)=24 hours2021.060.722
ResidualTraining sample size (N0)=100, Prediction horizon (H)=24 hours2021.060.958
ResidualTraining sample size (N0)=250, Prediction horizon (H)=24 hours2021.061.003