Development of prediction models to estimate extubation time and midterm recovery time of ophthalmic patients undergoing general anesthesia: a cross-sectional study

Table 8 Generalization performance evaluation of midterm recovery time prediction models

Evaluation indexes	FNN	Stepwise linear regression	Regression tree	Ensembles of trees regression	Artificial neural network
Evaluation indexes	FNN	Stepwise linear regression	Regression tree	Ensembles of trees regression	LM Algorithm	BR Algorithm	SCG Algorithm
MSE	86.208	95.679	103.158	95.414	142.784	100.649	113.338
RMSE	9.285	9.782	10.157	9.768	11.949	10.032	10.646
MAE	6.557	6.815	6.726	6.608	9.077	7.149	7.653
MAPE	8.849	9.199	8.742	8.791	13.096	9.806	10.294
R-Squared	0.885	0.873	0.863	0.873	0.810	0.866	0.849
CCC	0.941	0.934	0.929	0.934	0.932	0.936	0.921

ISSN: 1471-2253