Early Prediction of Sepsis Based on Machine Learning Algorithm

Table 7

Prediction ability of different methods in XGBoost and LightGBM.

		Precision	Recall	F1-score	Kappa coefficient	Matthews coefficient
Mean processing method	XGBoost	0.78	0.55	0.65	0.60	0.61
	LightGBM	0.70	0.42	0.53	0.46	0.48
Feature generation method	XGBoost	0.89	0.61	0.72	0.67	0.69
	LightGBM	0.91	0.65	0.76	0.72	0.73