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

Table 15.

Overall ranking results for all classifiers in dealing with different datasets based on classification evaluation metrics reported in Table 5, Table 6, Table 7, Table 8, Table 9, Table 10 and Table 11.

Classifier All Caucasian Hispanic Females Males Age ≤ 50 Age > 50 Average Rank
DT 8.97 3.29 8.29 4.86 8.64 4.00 8.57 6.66
LDA 5.79 6.71 6.50 5.57 4.07 7.29 5.36 5.90
LR 5.57 6.21 8.00 8.00 5.14 6.29 6.43 6.52
NB 7.71 7.93 5.64 5.00 5.86 8.00 5.93 6.58
SVM 5.71 5.79 2.86 5.79 6.79 4.93 6.29 5.45
KNN 4.21 4.36 5.07 4.36 6.50 7.07 3.43 5.00
Ensemble 3.93 5.07 4.57 2.43 4.29 3.57 4.29 4.02
SVM* 2.14 3.36 3.00 5.79 2.57 1.64 3.14 3.09
KNN* 1.14 2.29 1.07 3.21 1.14 2.21 1.57 1.80