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

Table 10.

Performance of different classification algorithms for the grouped data of Hispanic race.

Data Accuracy TPR TNR AUC Precision F-Score G-Mean Mean Rank
CDT 0.6260 0.5263 0.7121 0.6192 0.6122 0.5660 0.6122 8.29
LDA 0.6423 0.5614 0.7121 0.6368 0.6275 0.5926 0.6323 6.50
LR 0.6260 0.5614 0.6818 0.6216 0.6038 0.5818 0.6187 8.00
GNB 0.6504 0.6140 0.6818 0.6479 0.6250 0.6195 0.6470 5.64
MGSVM 0.6829 0.5614 0.7879 0.6746 0.6957 0.6214 0.6651 2.86
WKNN 0.6585 0.5439 0.7576 0.6507 0.6596 0.5962 0.6419 5.07
Ensemble 0.6585 0.5965 0.7121 0.6543 0.6415 0.6182 0.6517 4.57
SVM* 0.6748 0.6316 0.7121 0.6719 0.6545 0.6429 0.6706 3.00
kNN* 0.7724 0.6316 0.8939 0.7628 0.8372 0.7200 0.7514 1.07