Table 4.
Order of informative value of variables associated with metabolic syndrome as identified by the random forest method.
Total | Sasang constitution | ||||||
---|---|---|---|---|---|---|---|
TE (n = 1,342) | SY (n = 795) | SE (n = 734) | |||||
Variable | Importance | Variables | Importance | Variables | Importance | Variables | Importance |
BMI∗ | 100.0 | BMI∗ | 100.0 | BMI∗ | 100.0 | BMI∗ | 100.0 |
Age∗ | 49.4 | Age∗ | 58.0 | Age∗ | 64.6 | Age∗ | 43.5 |
Stress∗ | 37.4 | Stress† | 43.8 | Stress | 53.7 | Stress | 42.6 |
Activity∗ | 24.2 | Activity† | 28.1 | Alcohol consumption | 35.8 | Activity | 25.2 |
Alcohol consumption | 23.2 | Alcohol consumption | 26.2 | Activity | 35.0 | Alcohol consumption | 18.9 |
Sasang constitution† | 16.0 | Education∗ | 9.7 | Education | 13.1 | Education∗ | 10.2 |
Education∗ | 8.7 | Smoking† | 4.7 | Smoking | 7.4 | Marital status† | 4.2 |
Smoking∗ | 3.8 | Sex | 1.6 | Sex | 2.3 | Smoking | 2.2 |
Sex† | 1.1 | Marital status | 0.0 | Marital status | 0.0 | Sex | 0.01 |
Marital status | 0.0 | — | — | — | — | — |
∗ p < 0.05and †p < 0.1 in logistic regression. BMI, body mass index; SE, So-Eum; SY, So-Yang; TE, Tae-Eum.