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. 2024 Mar 29;25:139. doi: 10.1186/s12859-024-05757-y

Table 3.

Comparison of ten classifiers with 10 repeats

AUC (fivefold CV) AUC (tenfold CV)
LR (DAE-CFR) 0.9692 ± 0.0014 0.9696 ± 0.0012
KNN 0.9036 ± 0.0074 0.9082 ± 0.0050
DT 0.9243 ± 0.0041 0.9216 ± 0.0037
SVM 0.9649 ± 0.0014 0.9658 ± 0.0010
RF 0.9651 ± 0.0017 0.9617 ± 0.0018
GBDT 0.9644 ± 0.0022 0.9639 ± 0.0021
XGBoost 0.9642 ± 0.0015 0.9606 ± 0.0017
AdaBoost 0.9199 ± 0.0236 0.9148 ± 0.0197
NB 0.9619 ± 0.0011 0.9619 ± 0.0011
MLP 0.9435 ± 0.0231 0.9542 ± 0.0097