Table 3.
Channels | Number of Clusters | WMsorting | 1D_CNN | Improvement | ||||||
---|---|---|---|---|---|---|---|---|---|---|
F 1 = 3 | F = 10 | E1 2 | E2 | E3 | E4 | E5 | E6 | |||
125 | 2 | 88.94 | 86.21 | 87.33 | 90.96 | 94.49 | 97.00 | 94.49 | 97.50 | 8.56 |
66 | 3 | 94.56 | 95.36 | 95.16 | 96.33 | 96.84 | 97.34 | 97.67 | 98.17 | 2.81 |
69 | 3 | 96.43 | 96.49 | 97.33 | 97.34 | 97.66 | 96.34 | 97.15 | 98.17 | 1.68 |
77 | 3 | 84.05 | 87.84 | 89.45 | 91.78 | 91.67 | 96.33 | 95.97 | 97.33 | 9.49 |
79 | 3 | 91.59 | 92.28 | 91.49 | 95.49 | 94.99 | 96.35 | 96.33 | 96.16 | 3.88 |
84 | 3 | 92.26 | 94.02 | 96.51 | 98.17 | 98.00 | 98.00 | 97.67 | 99.00 | 4.98 |
91 | 3 | 94.37 | 95.29 | 94.33 | 96.00 | 95.32 | 95.32 | 95.32 | 96.30 | 1.01 |
92 | 3 | 92.31 | 94.38 | 93.33 | 95.51 | 94.63 | 95.65 | 95.51 | 95.65 | 1.27 |
94 | 3 | 87.29 | 88.61 | 88.50 | 88.11 | 93.01 | 92.14 | 93.50 | 94.36 | 5.75 |
98 | 3 | 66.18 | 72.73 | 74.66 | 80.06 | 79.33 | 90.25 | 90.00 | 90.14 | 17.41 |
99 | 3 | 83.29 | 87.16 | 81.69 | 90.58 | 91.74 | 92.09 | 90.35 | 93.29 | 6.13 |
100 | 3 | 89.92 | 90.64 | 88.31 | 93.38 | 96.00 | 94.98 | 96.17 | 97.66 | 7.02 |
101 | 3 | 84.28 | 85.62 | 87.34 | 90.78 | 94.01 | 94.00 | 93.80 | 95.85 | 10.23 |
108 | 3 | 90.29 | 90.61 | 93.30 | 94.34 | 94.65 | 95.67 | 94.87 | 95.50 | 4.89 |
109 | 3 | 90.29 | 92.52 | 94.18 | 94.00 | 95.83 | 94.01 | 95.00 | 97.49 | 4.97 |
114 | 3 | 92.49 | 91.06 | 91.82 | 92.73 | 93.43 | 95.66 | 96.99 | 96.32 | 3.83 |
115 | 3 | 89.90 | 88.61 | 91.33 | 92.78 | 94.44 | 94.62 | 95.63 | 96.14 | 6.24 |
122 | 3 | 86.11 | 90.60 | 90.35 | 93.30 | 94.44 | 96.84 | 95.97 | 96.01 | 5.41 |
124 | 3 | 79.23 | 85.07 | 86.72 | 88.24 | 88.48 | 93.77 | 92.68 | 96.83 | 11.76 |
67 | 4 | 85.34 | 87.06 | 93.54 | 94.47 | 93.48 | 95.99 | 95.84 | 96.36 | 9.30 |
68 | 4 | 78.06 | 80.35 | 81.99 | 84.10 | 88.03 | 92.00 | 90.17 | 90.80 | 10.45 |
70 | 4 | 85.96 | 88.72 | 89.01 | 92.02 | 92.99 | 94.99 | 93.72 | 95.24 | 6.52 |
83 | 4 | 84.19 | 86.10 | 92.43 | 94.25 | 94.52 | 93.52 | 94.35 | 96.76 | 10.66 |
95 | 4 | 88.06 | 89.79 | 92.86 | 90.61 | 93.17 | 92.94 | 93.54 | 96.07 | 6.28 |
107 | 4 | 85.10 | 86.71 | 91.21 | 93.83 | 95.76 | 96.49 | 95.65 | 95.01 | 8.30 |
116 | 4 | 84.12 | 86.19 | 95.44 | 94.97 | 95.68 | 98.62 | 98.75 | 99.00 | 12.81 |
82 | 5 | 46.22 | 53.58 | 67.72 | 72.47 | 78.41 | 80.27 | 78.43 | 83.63 | 30.05 |
126 | 5 | 86.17 | 89.65 | 97.19 | 97.49 | 97.38 | 98.39 | 98.59 | 98.40 | 8.75 |
1 Feature dimensions; 2 experiment.