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. 2023 Jul 20;13(14):2417. doi: 10.3390/diagnostics13142417

Table 13.

Performance of different classification algorithms for the grouped data by age (Age ≤ 50).

Classifier Accuracy TPR TNR AUC Precision F-Score G-Mean Mean Rank
FDT 0.7064 0.7091 0.7037 0.7064 0.7091 0.7091 0.7064 4.00
LDA 0.6514 0.6727 0.6296 0.6512 0.6491 0.6607 0.6508 7.29
LR 0.6697 0.7091 0.6296 0.6694 0.6610 0.6842 0.6682 6.29
KNB 0.6239 0.5636 0.6852 0.6244 0.6458 0.6019 0.6214 8.00
LSVM 0.7064 0.8000 0.6111 0.7056 0.6769 0.7333 0.6992 4.93
CKNN 0.6514 0.8182 0.4815 0.6498 0.6164 0.7031 0.6276 7.07
Ensemble 0.7156 0.7818 0.6481 0.7150 0.6935 0.7350 0.7119 3.57
SVM* 0.7523 0.7818 0.7222 0.7520 0.7414 0.7611 0.7514 1.64
kNN* 0.7431 0.8364 0.6481 0.7423 0.7077 0.7667 0.7363 2.21