Feature(s) XGBoost Stochastic Gradient Boosting Bagged CART Random Forest Logistic Regression
F1 1 1 1 1 1
F2 0.845 0.82 0.855 0.86 0.74
F3 0.775 0.82 0.83 0.835 0.68
F4 0.83 0.815 0.835 0.84 0.69
F5 0.78 0.735 0.865 0.87 0.66
F6 0.805 0.845 0.875 0.88 0.69
F7 0.77 0.8 0.825 0.83 0.7
F8 0.785 0.755 0.785 0.795 0.57
F9 0.79 0.785 0.835 0.835 0.675
F10 0.84 0.85 0.88 0.88 0.555
F11 0.81 0.81 0.815 0.815 0.785
Accuracy of the combined features achieved from the best performed classifiers Accuracy of the combined features achieved from the best performed classifiers Accuracy of the combined features achieved from the best performed classifiers Accuracy of the combined features achieved from the best performed classifiers Accuracy of the combined features achieved from the best performed classifiers Accuracy of the combined features achieved from the best performed classifiers
2 0.99 0.84 0.98 0.98 0.815
 3 0.955 0.84 1 1 0.82
 4 1 0.895 1 1 0.815
 5 0.995 0.975 1 1 0.835
 6 0.995 0.89 0.995 1 0.865
 7 1 0.775 1 1 0.875
Features combination for the best performed classifiers Features combination for the best performed classifiers Features combination for the best performed classifiers Features combination for the best performed classifiers Features combination for the best performed classifiers Features combination for the best performed classifiers
2 4,2 2,5 11,4 11,2 11,6
 3 4,2,6 2,5,4 11,4,6 11,2,4 11,6,9
 4 4,2,6,5 2,5,4,6 11,4,6,3 11,2,4,6 11,6,9,3
 5 4,2,6,5,9 2,5,4,6,3 11,4,6,3,7 11,2,4,6,5 11,6,9,3,2
 6 4,2,6,5,9,7 2,5,4,6,3,9 11,4,6,3,7,5 11,2,4,6,5,3 11,6,9,3,2,4
7 4,2,6,5,9,7,8 2,5,4,6,3,9,8 11,4,6,3,7,5,9 11,2,4,6,5,3,10 11,6,9,3,2,4,8