Table A4.
Feature | ML Algorithm | ||||
---|---|---|---|---|---|
SVM | LR | RF | KNN | ||
Proposed | Active reading time | 0.67 | 0.79 | 0.73 | 0.75 |
Fixation intersection coefficient | 0.94 | 0.95 | 0.92 | 0.94 | |
Saccade variability | 0.74 | 0.73 | 0.77 | 0.77 | |
Fixation intersection variability | 0.94 | 0.95 | 0.93 | 0.94 | |
Fixation fractal dimension | 0.93 | 0.96 | 0.92 | 0.94 | |
Conventional | Fixation count | 0.87 | 0.89 | 0.86 | 0.87 |
Fixation total duration | 0.67 | 0.78 | 0.72 | 0.72 | |
Fixation frequency | 0.37 | 0.32 | 0.59 | 0.61 | |
Fixation average duration | 0.51 | 0.38 | 0.58 | 0.62 | |
Saccade count | 0.85 | 0.87 | 0.85 | 0.87 | |
Saccade total duration | 0.67 | 0.78 | 0.72 | 0.72 | |
Saccade frequency | 0.53 | 0.34 | 0.59 | 0.58 | |
Saccade average duration | 0.40 | 0.54 | 0.60 | 0.58 | |
Total reading time | 0.68 | 0.79 | 0.73 | 0.76 |