Table 3.
Classification accuracies for single feature inputs.
Feature | ML Algorithm | ||||
---|---|---|---|---|---|
SVM | LR | RF | KNN | ||
Proposed | Active reading time | 0.78 | 0.75 | 0.74 | 0.76 |
Fixation intersection coefficient | 0.90 | 0.90 | 0.89 | 0.89 | |
Saccade variability | 0.74 | 0.74 | 0.76 | 0.73 | |
Fixation intersection variability | 0.91 | 0.90 | 0.91 | 0.91 | |
Fixation fractal dimension | 0.89 | 0.90 | 0.89 | 0.89 | |
Conventional | Fixation count | 0.84 | 0.85 | 0.84 | 0.84 |
Fixation total duration | 0.78 | 0.74 | 0.77 | 0.76 | |
Fixation frequency | 0.35 | 0.30 | 0.52 | 0.63 | |
Fixation average duration | 0.46 | 0.49 | 0.48 | 0.63 | |
Saccade count | 0.81 | 0.81 | 0.83 | 0.82 | |
Saccade total duration | 0.78 | 0.74 | 0.76 | 0.76 | |
Saccade frequency | 0.57 | 0.47 | 0.63 | 0.57 | |
Saccade average duration | 0.48 | 0.56 | 0.60 | 0.56 | |
Total reading time | 0.80 | 0.77 | 0.74 | 0.75 |