From: Identifying smartphone users based on how they interact with their phones
Gestures | Classifier | Accuracy % | F-measure | Kappa | RMSE |
---|---|---|---|---|---|
G1 | SVM | 69.75 | 0.699 | 0.6851 | 0.1867 |
Random forests | 73.45 | 0.720 | 0.7238 | 0.1445 | |
Bayes net | 65.43 | 0.628 | 0.6403 | 0.1519 | |
G2 | SVM | 70.46 | 0.745 | 0.6925 | 0.1866 |
Random forests | 67.78 | 0.677 | 0.6646 | 0.1471 | |
Bayes net | 59.73 | 0.581 | 0.5808 | 0.1585 | |
G3 | SVM | 85.90 | 0.858 | 0.8534 | 0.1861 |
Random forests | 83.22 | 0.824 | 0.8254 | 0.1327 | |
Bayes net | 73.82 | 0.736 | 0.7277 | 0.1317 | |
G4 | SVM | 89.87 | 0.900 | 0.8947 | 0.1861 |
Random forests | 87.34 | 0.872 | 0.8684 | 0.1271 | |
Bayes net | 83.54 | 0.833 | 0.8289 | 0.1085 | |
G5 | SVM | 84.17 | 0.838 | 0.8353 | 0.1862 |
Random forests | 83.54 | 0.830 | 0.8288 | 0.1397 | |
Bayes net | 70.88 | 0.705 | 0.6972 | 0.1385 | |
G6 | SVM | 92.15 | 0.918 | 0.9184 | 0.186 |
Random forests | 92.81 | 0.922 | 0.9252 | 0.1218 | |
Bayes net | 90.19 | 0.901 | 0.898 | 0.0836 | |
G7 | SVM | 92.15 | 0.921 | 0.9184 | 0.1861 |
Random forests | 92.81 | 0.925 | 0.9252 | 0.1178 | |
Bayes net | 90.84 | 0.904 | 0.9048 | 0.0786 |