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 |