Table 1 The top five best performing clinical features for diabetic nephropathy classification.
Feature | Decision tree | Random forest | SVM | Naïve Bayes |
|---|---|---|---|---|
Urinary albumin | 96.23% | 95.36% | 95.49% | 95.13% |
BUN | 85.51% | 82.90% | 82.61% | 79.57% |
BC | 83.19% | 80% | 84.72% | 81.30% |
Serum triglyceride | 60.87% | 56.53% | 57.89% | 59.57% |
HDL | 63.91% | 62.32% | 59.13% | 55.22% |