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. 2022 Aug 13;8(8):e10248. doi: 10.1016/j.heliyon.2022.e10248

Table 15.

Validation of Algorithm using Machine Learning.

Score Logistic Regression
Linear SVM
Random Forest
Naïve Bayes
precision recall f1-score precision recall f1-score precision recall f1-score precision recall f1-score
Low 0.93 0.97 0.95 0.91 0.97 0.94 1.00 1.00 1.00 1.00 1.00 1.00
Medium 0.86 0.73 0.79 0.96 0.56 0.71 0.95 0.98 0.96 0.76 0.78 0.77
High 0.91 0.95 0.93 0.83 0.97 0.9 0.99 0.97 0.98 0.88 0.87 0.88
Accuracy = 0.91 Accuracy = 0.88 Accuracy = 0.98 Accuracy = 0.90