Table 1.
The clinical diagnosis criteria for metabolic syndrome based on the ATP III criteria.
Fig 1.
Diagram to show the process of building the model.
Fig 2.
Bar chart of showing prevalence of MetS regarding sex.
Table 2.
General descriptions of the participants regarding MetS group and normal group using chi square test.
Fig 3.
Variable importance by using chi square.
Table 3.
Top 10 important variables obtained by chi square.
Fig 4.
Variable importance by using random forest.
Table 4.
The classification performance results of the models.
Table 5.
The classification performance results of the models considering excluded variables.
Fig 5.
Bar chart of displaying model performance.
Fig 6.
ROC curve.