Methods F1-Score Sensitivity Precision Specificity Hamming Loss Accuracy G-Mean AUC
ARF-OOBEE 0.9022±0.0098 0.8949±0.0118 0.9151±0.0165 0.9805±0.0338 0.0296±0.0055 0.9704±0.0168 0.9367±0.0138 0.9830±0.0202
GcForest 0.9140±0.0145 0.8980±0.0144 0.9420±0.0169 0.9810±0.0392 0.0252±0.0078 0.9748±0.0210 0.9386±0.0236 0.9528±0.0214
LR 0.8052±0.0136 0.7905±0.0110 0.8622±0.0160 0.9581±0.0300 0.0520±0.0079 0.9480±0.0196 0.8703±0.0210 0.9616±0.0225
NaiveBayes 0.7587±0.0148 0.8085±0.0106 0.7404±0.0130 0.9113±0.0380 0.0962±0.038 0.9038±0.0213 0.8584±0.0220 0.9153±0.0222
MLP 0.7673±0.0152 0.7532±0.0126 0.8327±0.0165 0.9409±0.0099 0.0745±0.0380 0.9255±0.0226 0.8418±0.0232 0.9070±0.0236
SVM 0.7411±0.0133 0.7949±0.0119 0.7137±0.0135 0.8941±0.0333 0.1090±0.0083 0.8910±0.0212 0.8430±0.0231 0.8789±0.0230
XGBoost 0.8804±0.0116 0.8552±0.0114 0.9435±0.0176 0.9725±0.0353 0.0335±0.0079 0.9665±0.0185 0.9120±0.0227 0.9726±0.0189