Table 5 Accuracy (Acc) rates in percentage and total of selected features (SF) for all the combinations of signature, touch and keyboard
Feature | Algorithm | Keyboard + touch | Signature + keyboard | Signature + touch |
|---|---|---|---|---|
selection | Acc (FS) | Acc (FS) | Acc (FS) | |
No selection | KNN | 20.17 (66) | 37.71 (74) | 43.85 (54) |
SVM | 20.61 (66) | 38.15 (74) | 42.54 (54) | |
MLP | 28.07 (66) | 48.68 (74) | 42.54 (54) | |
LIBSVM | 20.61 (66) | 35.52 (74) | 35.96 (54) | |
WISARD | 51.61 (66) | 66.22 (74) | 64.91 (54) | |
Manual | KNN | 56.71 (27) | 9.64 (11) | 10.08 (11) |
SVM | 10.39 (40) | 13.59 (5) | 32.89 (13) | |
MLP | 54.11 (19) | 21.05 (26) | 16.67 (12) | |
LIBSVM | 03.50 (20) | 01.31 (37) | 01.31 (39) | |
WISARD | 18.42 (35) | 10.96 (7) | 30.26 (17) | |
CFS | KNN | 67.53 (4) | 64.47 (10) | 62.28 (10) |
SVM | 66.67 (4) | 08.77 (10) | 9.21 (10) | |
MLP | 41.99 (4) | 60.08 (10) | 58.77 (10) | |
LIBSVM | 08.33 (2) | 55.26 (10) | 53.50 (10) | |
WISARD | 60.47 (2) | 67.98 (10) | 66.22 (10) | |
RELIEF | KNN | 67.53 (5) | 60.96 (18) | 57.01 (12) |
SVM | 66.67 (5) | 60.96 (18) | 58.33 (12) | |
MLP | 59.31 (5) | 60.52 (18) | 56.67 (12) | |
LIBSVM | 44.29 (33) | 57.89 (18) | 50.00 (12) | |
WISARD | 66.26 (33) | 74.12 (18) | 68.85 (12) | |
GA | KNN | 74.33 (20) | 75.26 (25) | 77.63 (19) |
SVM | 48.02 (29) | 63.41 (40) | 41.83 (27) | |
MLP | 33.94 (35) | 73.28 (40) | 59.60 (32) | |
LIBSVM | 8.81 (20) | 85.92 (22) | 76.05 (8) | |
WISARD | 95.91 (32) | 96.84 (31) | 84.60 (25) |