Table 5 Comparison results with machine learning models
From: A time series algorithm to predict surgery in neonatal necrotizing enterocolitis
Evaluation | NBM | SVM | KNN | LightGBM | LSTM + FL |
|---|---|---|---|---|---|
Precision | 0.835 ± 0.025 | 0.905 ± 0.033 | 0.886 ± 0.024 | 0.963 ± 0.010 | 0.952 ± 0.015 |
Recall | 0.833 ± 0.029 | 0.902 ± 0.026 | 0.812 ± 0.032 | 0.915 ± 0.029 | 0.930 ± 0.015 |
F1 score | 0.833 ± 0.027 | 0.903 ± 0.029 | 0.834 ± 0.033 | 0.934 ± 0.023 | 0.941 ± 0.012 |
AP | 0.812 ± 0.041 | 0.922 ± 0.025 | 0.811 ± 0.026 | 0.885 ± 0.042 | 0.978 ± 0.006 |