Table 3 Time series architectures comparison.

From: Predicting unplanned readmissions in the intensive care unit: a multimodality evaluation

Architecture

AUROC

F1

AUPRC

Precision

Recall

BIRNN

0.6235 ± 0.0144

0.2517 ± 0.0126

0.1598 ± 0.0105

0.1635 ± 0.016

0.5604 ± 0.0525

MLSTM-FCN

0.6188 ± 0.0135

0.2433 ± 0.0116

0.1509 ± 0.0116

0.1567 ± 0.0158

0.5853 ± 0.1528

TimeTransformer

0.6248 ± 0.0126

0.2484 ± 0.0128

0.1663 ± 0.0133

0.1618 ± 0.0151

0.5503 ± 0.0728

  1. Bold numbers signify the top-performing architecture for the metric.
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