Training Method | Elimination Method | Dataset | |||||||||
SPEC Heart | Breast cancer | Pima | Soybean (Large) | LED | |||||||
NEAT | ACC-UTANS | K | ACC | K | ACC | K | ACC | K | ACC | K | ACC |
0 | 84.16 | 0 | 95.18 | 0 | 69.50 | 0 | 91.2 | 0 | 65.10 | ||
2 | 84.48 | 1 | 96.12 | 1 | 68.24 | 2 | 87.16 | 2 | 64.23 | ||
4 | 86.13 | 4 | 91.31 | ||||||||
6 | 80.67 | 2 | 93.46 | 2 | 66.21 | 6 | 89.41 | 4 | 60.85 | ||
8 | 77.21 | 8 | 86.12 | ||||||||
MLP-25 | UTANS | K | ACC | K | ACC | K | ACC | K | ACC | K | ACC |
0 | 76.14 | 0 | 93.45 | 0 | 63.84 | 0 | 87.51 | 0 | 59.54 | ||
2 | 73.63 | 1 | 93.63 | 1 | 60.17 | 2 | 83.31 | 2 | 55.25 | ||
4 | 71.96 | 4 | 81.42 | ||||||||
6 | 67.74 | 2 | 87.13 | 2 | 58.43 | 6 | 79.74 | 4 | 56.12 | ||
8 | 63.23 | 8 | 80.52 | ||||||||
MLP-25 | TEKTO | K | ACC | K | ACC | K | ACC | K | ACC | K | ACC |
0 | 76.14 | 0 | 93.45 | 0 | 63.84 | 0 | 87.51 | 0 | 59.54 | ||
2 | 73.63 | 1 | 93.63 | 1 | 60.17 | 2 | 83.31 | 2 | 57.86 | ||
4 | 71.96 | 4 | 81.42 | ||||||||
6 | 65.36 | 2 | 87.13 | 2 | 58.43 | 6 | 79.74 | 4 | 55.59 | ||
8 | 63.23 | 8 | 80.52 | ||||||||
MLP-25 | BELUE | K | ACC | K | ACC | K | ACC | K | ACC | K | ACC |
0 | 76.14 | 0 | 93.45 | 0 | 63.84 | 0 | 87.51 | 0 | 59.54 | ||
2 | 73.63 | 1 | 91.63 | 1 | 59.37 | 2 | 83.31 | 2 | 57.86 | ||
4 | 71.96 | 4 | 81.42 | ||||||||
6 | 67.74 | 2 | 87.13 | 2 | 55.34 | 6 | 76.77 | 4 | 55.59 | ||
8 | 63.23 | 8 | 73.21 | ||||||||
MLP-50 | UTANS | K | ACC | K | ACC | K | ACC | K | ACC | K | ACC |
0 | 85.12 | 0 | 96.89 | 0 | 68.94 | 0 | 86.36 | 0 | 61.84 | ||
2 | 82.34 | 1 | 92.13 | 1 | 64.13 | 2 | 88.41 | 2 | 59.27 | ||
4 | 84.64 | 4 | 84.83 | ||||||||
6 | 81.2 | 2 | 89.45 | 2 | 61.21 | 6 | 80.25 | 4 | 57.34 | ||
8 | 76.46 | 8 | 79.45 | ||||||||
MLP-50 | TEKTO | K | ACC | K | ACC | K | ACC | K | ACC | K | ACC |
0 | 85.12 | 0 | 96.89 | 0 | 68.94 | 0 | 86.36 | 0 | 61.84 | ||
2 | 82.34 | 1 | 92.13 | 1 | 64.13 | 2 | 88.41 | 2 | 59.36 | ||
4 | 81.54 | 4 | 84.83 | ||||||||
6 | 79.72 | 2 | 89.45 | 2 | 61.21 | 6 | 80.25 | 4 | 57.51 | ||
8 | 76.46 | 8 | 79.45 | ||||||||
MLP-50 | BELUE | K | ACC | K | ACC | K | ACC | K | ACC | K | ACC |
0 | 85.12 | 0 | 96.89 | 0 | 68.94 | 0 | 86.36 | 0 | 61.84 | ||
2 | 82.34 | 1 | 92.13 | 1 | 62.23 | 2 | 88.41 | 2 | 59.36 | ||
4 | 84.64 | 4 | 84.83 | ||||||||
6 | 81.20 | 2 | 89.45 | 2 | 57.20 | 6 | 77.36 | 4 | 57.51 | ||
8 | 76.46 | 8 | 76.49 |