| Methods for the two obesity measures | Top-ranked variables (in the order of relative importance) | AUC of respective classification models |
| Obesity (OBW) | | | Lasso | Insulin, CRP, fitness, adiponectin, leptin | 0.787 | MARS | CRP, insulin, adiponectin, fitness, VEGF, leptin | 0.837 | Random forest | CRP, insulin, leptin | 0.826 | Boosting classification trees | CRP, insulin, adiponectin, leptin, fitness | 0.816 |
| Obesity (OBWHO) | | | Lasso | Insulin, CRP, adiponectin, fitness | 0.816 | MARS | CRP, insulin, adiponectin, sex, VEGF, fitness | 0.853 | Random forest | CRP, insulin, adiponectin | 0.833 | Boosting classification trees | CRP, insulin, adiponectin | 0.822 |
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