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. 2021 Sep 2;12(10):5939–5954. doi: 10.1364/BOE.434936

Table 2. Averaged classification accuracies (for initial dip) of all subjects for all features: mean, slope, minimum (min), kurtosis (kurt), skewness (skew).

Feature sets Window size (sec) Classification accuracies (%)
1 s 3 s 5 s 7 s 10 s 15 s
1 mean - slope 0 ∼ 1 54.6 56.7 71.6 61.7 64.3 61.3
0 ∼ 2.5 56.7 56.9 73.3 62.2 63.7 61.9
0 ∼ 4 56.8 56.5 74.0 61.5 63.5 61.5
2 mean - min 0 ∼ 1 55.5 53.5 70.0 61.1 63.2 63.5
0 ∼ 2.5 57.1 53.5 69.0 61.5 63.9 62.6
0 ∼ 4 56.0 54.0 70.1 61.2 63.9 62.6
3 mean - kurt 0 ∼ 1 54.3 54.2 72.8 60.0 63.5 61.5
0 ∼2.5 56.0 52.3 71.4 61.3 63.2 61.7
0 ∼ 4 53.9 53.9 70.5 59.7 60.7 60.0
4 mean - skew 0 ∼ 1 57.1 54.0 73.8 60.5 63.8 59.0
0 ∼ 2.5 56.5 55.2 72.2 60.6 63.2 60.5
0 ∼ 4 56.2 54.6 71.2 59.9 62.5 61.6
5 min - slope 0 ∼ 1 53.6 57.1 72.0 60.9 64.7 61.9
0 ∼ 2.5 54.4 56.7 73.4 59.3 65.2 62.8
0 ∼ 4 55.1 57.3 74.0 59.7 64.8 62.3
6 min - skew 0 ∼ 1 57.2 53.6 73.9 61.0 65.2 58.9
0 ∼ 2.5 56.6 54.3 72.7 59.6 63.9 60.8
0 ∼ 4 55.1 54.7 69.5 58.4 63.8 63.9
7 min - kurt 0 ∼ 1 53.8 54.5 72.8 59.2 64.0 61.1
0 ∼ 2.5 55.2 51.5 71.4 60.6 63.9 61.5
0 ∼ 4 53.2 52.0 70.3 57.7 62.3 61.9
8 slope - skew 0 ∼ 1 57.3 55.9 71.9 59.3 62.0 59.3
0 ∼ 2.5 56.6 57.2 73.4 57.3 61.9 60.3
0 ∼ 4 56.5 56.8 72.8 57.7 62.3 62.3
9 slope - kurt 0 ∼ 1 51.7 54.0 69.1 54.8 62.7 60.4
0 ∼ 2.5 54.7 54.1 70.1 54.5 63.6 58.6
0 ∼ 4 54.5 56.2 71.6 55.1 60.7 59.1
10 skew - kurt 0 ∼ 1 56.4 52.2 71.7 58.2 59.7 58.7
0 ∼ 2.5 58.3 51.5 70.2 59.2 60.0 61.3
0 ∼ 4 53.8 54.1 68.6 56.2 60.8 62.9