Table A3.
Feature | ML Algorithm | ||||
---|---|---|---|---|---|
SVM | LR | RF | KNN | ||
Proposed | Active reading time | 0.72 | 0.71 | 0.70 | 0.71 |
Fixation intersection coefficient | 0.89 | 0.89 | 0.87 | 0.88 | |
Saccade variability | 0.67 | 0.69 | 0.70 | 0.68 | |
Fixation intersection variability | 0.90 | 0.89 | 0.89 | 0.90 | |
Fixation fractal dimension | 0.88 | 0.89 | 0.87 | 0.88 | |
Conventional | Fixation count | 0.81 | 0.83 | 0.82 | 0.83 |
Fixation total duration | 0.72 | 0.71 | 0.71 | 0.70 | |
Fixation frequency | 0.32 | 0.28 | 0.50 | 0.57 | |
Fixation average duration | 0.37 | 0.39 | 0.47 | 0.58 | |
Saccade count | 0.78 | 0.79 | 0.82 | 0.83 | |
Saccade total duration | 0.72 | 0.71 | 0.71 | 0.70 | |
Saccade frequency | 0.50 | 0.46 | 0.50 | 0.51 | |
Saccade average duration | 0.34 | 0.51 | 0.53 | 0.50 | |
Total reading time | 0.74 | 0.73 | 0.67 | 0.71 |