SVM-Classification Based On The Multi-Objective Optimization In The Educational Sphere’s Problems
Table 2:
The set of indicators | The average error | The average support vectors number | The set of indicators | The average error | The average support vectors number | The set of indicators | The average error | The average support vectors number |
Ac, Se | 0.0 | 303.12 | Ac, P, Sp | 0.0 | 288.28 | Ac, Se, Sp, F | 0.0 | 164.32 |
Ac, P | 0.0 | 375.12 | Ac, P, F | 0.0 | 367.14 | Ac, Se, Sp, SV | 1.0 | 71.00 |
Ac, Sp | 0.0 | 269.00 | Ac, P, SV | 1.5 | 71.42 | Ac, Se, F, SV | 2.0 | 69.04 |
Ac, F | 1.0 | 82.44 | Ac, Sp, F | 0.0 | 286.38 | Ac, P, Sp, F | 0.0 | 286.04 |
Ac, SV | 1.0 | 73.84 | Ac, Sp, SV | 1.8 | 73.62 | Ac, P, Sp, SV | 0.5 | 106.50 |
Se, P | 0.0 | 360.26 | Ac, F, SV | 1.0 | 94.46 | Ac, P, F, SV | 1.5 | 71.44 |
Se, Sp | 0.0 | 173.66 | Se, P, Sp | 0.0 | 208.84 | Ac, Sp, F, SV | 67.0 | 174.48 |
Se, F | 0.0 | 281.12 | Se, P, F | 0.0 | 200.68 | Se, P, Sp, F | 0.0 | 348.50 |
Se, SV | 1.2 | 71.00 | Se, P, SV | 2.0 | 69.08 | Se, P, Sp, SV | 2.0 | 69.04 |
P, Sp | 134.3 | 298.58 | Se, Sp, F | 0.0 | 336.66 | Se, P, F, SV | 0.9 | 78.10 |
P, F | 0.0 | 329.16 | Se, Sp, SV | 1.0 | 71.00 | Se, Sp, F, SV | 21.2 | 124.50 |
P, SV | 1.5 | 71.42 | Se, F, SV | 1.3 | 70.32 | P, Sp, F, SV | 1.0 | 94.46 |
Sp, F | 0.0 | 193.70 | P, Sp, F | 0.0 | 183.12 | Ac, Se, P, Sp, F | 0.0 | 304.40 |
Sp, SV | 60.2 | 146.82 | P, Sp, SV | 1.5 | 71.42 | Ac, Se, P, Sp, SV | 58.6 | 146.88 |
F, SV | 1.0 | 72.00 | P, F, SV | 0.9 | 78.10 | Ac, Se, P, F, SV | 1.0 | 72.00 |
Ac, Se, P | 0.0 | 165.98 | Sp, F, SV | 1.5 | 71.44 | Ac, Se, Sp,F SV | 1.0 | 70.92 |
Ac, Se, Sp | 0.0 | 247.20 | Ac, Se, P, Sp | 0.0 | 285.54 | Ac, P, Sp, F, SV | 0.4 | 116.44 |
Ac, Se, F | 0.0 | 311.30 | Ac, Se, P, F | 0.0 | 214.60 | Se, P, Sp, F, SV | 1.0 | 71.00 |
Ac, Se, SV | 1.3 | 70.32 | Ac, Se, P, SV | 2.0 | 69.00 | Ac, Se, P, Sp, F, SV | 2.0 | 69.04 |