Table 1. Results for each base classifier on the training set assessed by four metrics.
Classifier | ACC (%) | MCC | SN (%) | SP (%) |
---|---|---|---|---|
Deep Forest | 82 | 0.651 | 83.25 | 81.5 |
SVM | 66.91 | 0.348 | 78.56 | 55.27 |
Random Forest | 69.89 | 0.408 | 68.75 | 70.92 |
GDBT | 66.72 | 0.338 | 74.16 | 59.28 |
Logistic Regression | 65.93 | 0.327 | 72.41 | 59.47 |
KNN | 62.14 | 0.243 | 64.65 | 59.64 |
LightGBM | 66.76 | 0.339 | 74.19 | 59.37 |
XGBoost | 65.46 | 0.311 | 70.96 | 59.97 |