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. 2022 Dec 20;11(1):1. doi: 10.3390/dj11010001

Table 8.

Overall model accuracy.

Model Accuracy Precision Recall F1
1 XGB *_Classifier 91.48% 91.07% 91.88% 91.23%
2 Random_Forest_Classifier 92.02% 91.48% 92.14% 91.52%
3 Linear_SVM ** 83.44% 82.88% 82.64% 82.31%
4 Decision_Tree_Classifier 88.03% 87.58% 88.61% 87.57%
5 Logistic_Regression 85.64% 85.45% 85.38% 85.01%
6 K-Neighbors_Classifier 73.94% 73.85% 74.13% 72.37%
7 Naive_Bayes_Classifier 71.93% 70.54% 74.52% 76.21%
Overall Average 83.78% 83.26% 84.19% 83.75%

* XGB—eXtreme Gradient Boosting. ** SVM—Support Vector Machine.