Research Article

[Retracted] Prediction and Analysis of Length of Stay Based on Nonlinear Weighted XGBoost Algorithm in Hospital

Table 4

Quantitative prediction indicators of different algorithms.

ModelACCRMSEF1-scoreKappa coefficient

Naive Bayes0.79122.2110.7250.8017
Decision tree0.82471.8850.8290.8182
SVM0.86611.5920.8650.8611
KNN0.81171.7210.7730.8482
XGBoost0.79581.8070.7820.8251
The proposed model0.82111.5230.8510.8622