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Table 2 Recognition rates of each Arabic number with different classifiers

From: Development of an electrooculogram-based eye-computer interface for communication of individuals with amyotrophic lateral sclerosis

Number DPW + SVM DPW DTW + SVM DTW
  PR SE/RE F1 PR SE/RE F1 PR SE/RE F1 PR SE/RE F1
0 96.72 100.00 98.33 98.15 89.83 93.81 93.10 91.53 92.31 96.36 89.83 92.98
1 86.15 94.92 90.32 96.30 88.14 92.04 95.08 98.31 96.67 96.61 96.61 96.61
2 98.28 96.61 97.44 98.33 100.00 99.16 94.83 93.22 94.02 98.21 93.22 95.65
3 96.67 98.31 97.48 100.00 96.61 98.28 95.08 98.31 96.67 96.61 96.61 96.61
4 98.00 83.05 89.91 81.82 91.53 86.40 87.72 84.75 86.21 77.05 79.66 78.33
5 100.00 98.31 99.15 100.00 96.61 98.28 98.31 98.31 98.31 98.28 96.61 97.44
6 95.16 100.00 97.52 91.67 93.22 92.44 92.19 100.00 95.93 83.10 100.00 90.77
7 89.47 86.44 87.93 85.07 96.61 90.48 90.57 81.36 85.71 87.72 84.75 86.21
8 98.33 100.00 99.16 96.72 100.00 98.33 95.08 98.31 96.67 96.61 96.61 96.61
9 94.92 94.92 94.92 94.44 86.44 90.27 94.83 93.22 94.02 94.55 88.14 91.23
Avg. 95.37 95.25 95.22 94.25 93.90 93.95 93.68 93.73 93.65 92.51 92.20 92.24
St dev. 4.33 5.91 4.23 6.27 4.81 4.38 2.94 6.34 4.41 7.35 6.45 6.05
  1. PR, SE, RE, and F1 denote precision, sensitivity, recall, and F1 score, respectively. The recognition rates were computed from the data of all the participants except participant #20