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ResearchFormerly WizWand

Survival Prediction on PhysioNet 2012 (test)

0.789C-IndexSeqRisk: VAE+Transformer
0.654840.689670.72450.75933Sep 19, 2024
Updated 8mo ago

Evaluation results

MethodLinks
SeqRisk: VAE+TransformerArchitecture=VAE+Transformer2024.090.789
Dynamic DeepHit (DDH)2024.090.779
SeqRisk: Transformer onlyArchitecture=Transformer only2024.090.77
SeqRisk: LVAE+TransformerArchitecture=LVAE+Transformer, GP_configurations=Patient ID, observation time2024.090.765
RDSM2024.090.749
SeqRisk: VAE+MLPArchitecture=VAE+MLP2024.090.686
RSFimputation=Best-performing (mean or KNN), hyperparameter_optimization=Grid search2024.090.679
Coximputation=Best-performing (mean or KNN)2024.090.66