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. 2024 Jan 24;10:e1774. doi: 10.7717/peerj-cs.1774

Table 21. ML classifiers accuracy comparison without HP and with HP.

S.no ML classifier Accuracy without HP Accuracy with HP
1 Linear SVM (LSVM) 96% 98%
2 Logistic Regression (LR) 90% 97%
3 Random Forest (RF) 96% 97%
4 K-Nearest Neighbor (KNN) 78% 85%
5 Naive Bayes (NB) 44% 70%
6 XGBoost (XGB) 95% 97%
7 Light GBM (LGBM) 96% 98%
8 Bagging (BAGG) 96% 98%