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. 2022 Jun 29;22(13):4900. doi: 10.3390/s22134900

Table A3.

F1 score for single feature inputs.

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