Table 2. Comparison of performance between selected best 4 features vs all 44 features.
Method | All Features | Selected Features | ||||
Accuracy(%) | Area underROC curve | F1 Score(%) | Accuracy(%) | Area underROC curve | F1Score (%) | |
Naïve Bayes | 67.48 | 0.66 | 56.72 | 68.50 | 0.71 | 54.35 |
SVM | 68.00 | 0.72 | 65.04 | 71.00 | 0.73 | 69.41 |
Random Forest | 71.69 | 0.77 | 67.13 | 72.41 | 0.76 | 66.39 |