Table 29.
Comparison of the proposed BPSO-kNN with other approaches from the literature in terms of AUC scores.
| Results of NAMES [30] | Proposed (BPSO-KNN) | Haberfeld et al. [28] | Surani et al. [27] | ||||
|---|---|---|---|---|---|---|---|
| Combination | AUC | Dataset | Average AUC | SVM | LR | LR | ANN |
| NC + MF + CM + ESS + S + BMI | 0.6577 | all | 0.7438 | ||||
| NC + MF + CM + ESS + S + M | 0.6572 | caucasion | 0.7690 | ||||
| NC + MF + CM + ESS + S + BMI + M (NAMES2) | 0.6690 | hispanic | 0.7811 | ||||
| NC + MF + M + ESS + S | 0.6583 | females | 0.6707 | 0.6220 | 0.6080 | 0.7030 | 0.5830 |
| BMI + MF + CM + ESS + S + M | 0.6436 | males | 0.7318 | 0.6070 | 0.6070 | 0.7130 | 0.6360 |
| (NC + MF) × 2 + CM + ESS + S | 0.6661 | age ≤ 50 | 0.8320 | ||||
| (NC + BMI) × 2 + M + ESS + S | 0.6433 | ag > 50 | 0.7684 | ||||
| (NC + MF) × 2 + M + ESS + S | 0.6484 | ||||||
| (NC + BMI) × 2 + CM + ESS + S | 0.6426 | ||||||
| (NC + MF + BMI)×2 + CM + ESS + S + M | 0.6478 | ||||||