An autoencoder-MLP sepsis predictor achieves moderate accuracy on three ICU cohorts, but the autoencoder is trained only with classification loss, and reported gains over baselines lack error bars and may use test data for hyperparameter tuning.
Automatica Sinica, 2021, 8, (4), pp
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End to End Autoencoder MLP Framework for Sepsis Prediction
An autoencoder-MLP sepsis predictor achieves moderate accuracy on three ICU cohorts, but the autoencoder is trained only with classification loss, and reported gains over baselines lack error bars and may use test data for hyperparameter tuning.