Table A2.
Specificity for single feature inputs.
Feature | ML Algorithm | ||||
---|---|---|---|---|---|
SVM | LR | RF | KNN | ||
Proposed | Active reading time | 0.95 | 0.83 | 0.89 | 0.90 |
Fixation intersection coefficient | 0.95 | 0.96 | 0.93 | 0.94 | |
Saccade variability | 0.94 | 0.85 | 0.87 | 0.86 | |
Fixation intersection variability | 0.96 | 0.97 | 0.94 | 0.96 | |
Fixation fractal dimension | 0.93 | 0.92 | 0.93 | 0.93 | |
Conventional | Fixation count | 0.93 | 0.91 | 0.91 | 0.91 |
Fixation total duration | 0.95 | 0.83 | 0.92 | 0.91 | |
Fixation frequency | 0.39 | 0.34 | 0.59 | 0.76 | |
Fixation average duration | 0.60 | 0.64 | 0.60 | 0.77 | |
Saccade count | 0.87 | 0.85 | 0.82 | 0.83 | |
Saccade total duration | 0.95 | 0.83 | 0.89 | 0.91 | |
Saccade frequency | 0.70 | 0.47 | 0.73 | 0.70 | |
Saccade average duration | 0.69 | 0.66 | 0.81 | 0.70 | |
Total reading time | 0.97 | 0.86 | 0.83 | 0.87 |