Table 3 Comparison of NEMPD with different classifiers
Classifier | ACC.(%) | Spec.(%) | Sen.(%) | MCC.(%) | Prec.(%) | AUC.(%) |
|---|---|---|---|---|---|---|
KNN | 84.71 ± 0.53 | 84.39 ± 0.71 | 85.03 ± 0.59 | 69.42 ± 1.07 | 84.49 ± 0.63 | 90.14 ± 0.48 |
Naive Bayes | 83.04 ± 0.53 | 82.73 ± 0.66 | 83.34 ± 0.95 | 66.08 ± 1.05 | 82.84 ± 0.53 | 88.98 ± 0.44 |
DecisionTree | 82.20 ± 0.80 | 84.96 ± 1.21 | 79.43 ± 0.96 | 64.50 ± 1.61 | 84.09 ± 1.09 | 82.20 ± 0.80 |
RandomForest | 85.41 ± 0.26 | 89.86 ± 0.42 | 80.96 ± 0.55 | 71.10 ± 0.52 | 88.87 ± 0.38 | 91.58 ± 0.54 |