Research Article
Semisupervised SVM Based on Cuckoo Search Algorithm and Its Application
Table 2
Comparison of numerical testing results.
| Function | Algorithm | Maximum | Minimum | Average | Variance |
| | CS | 0.0296 | 3.6427e-21 | 8.4440e-04 | 1.3215e-05 | CCCS | 0.0218 | 7.8064e-33 | 8.1488e-04 | 1.2582e-05 | PSO | 0.4786 | 0.0100 | 0.0158 | 0.0017 | CGSA | 0.5362 | 0.0098 | 0.0108 | 3.0341e-04 | | CS | 0.6626 | 0 | 0.0029 | 0.0010 | CCCS | 0.5690 | 0 | 0.0027 | 7.3280e-04 | PSO | 26.6960 | 10.6037 | 10.6359 | 0.5174 | CGSA | 2.2731 | 9.4231e-10 | 0.0431 | 0.0358 | | CS | 0.7740 | 1.8489e-32 | 0.0031 | 0.0013 | CCCS | 0.6371 | 0 | 0.0031 | 0.0011 | PSO | 5.3003e+03 | 0.0101 | 17.4638 | 5.8025e+04 | CGSA | 1.3660e+04 | 3.0835e-18 | 30.6816 | 2.8436e+05 | | CS | 0.6047 | 0 | 0.0034 | 0.0012 | CCCS | 0.5616 | 0 | 0.0022 | 6.2698e-04 | PSO | 3.3220e+05 | 0.0100 | 951.0100 | 2.7004e+08 | CGSA | 14.8439 | 9 | 9.0251 | 0.1110 | | CS | 1.1919 | 2.0256e-31 | 0.0044 | 0.0028 | CCCS | 0.9859 | 0 | 0.0036 | 0.0019 | PSO | 20.2544 | 3.7769 | 4.9084 | 6.4985 | CGSA | 20.7509 | 3.4519e-09 | 0.2963 | 1.6965 | | CS | 1.1351 | 0 | 0.0048 | 0.0031 | CCCS | 1.0239 | 0 | 0.0038 | 0.0022 | PSO | 5.4272e+03 | 1.5607 | 24.8489 | 7.5573e+04 | CGSA | 44.0831 | 3.6602 | 4.2440 | 7.2125 | | CS | 0.5721 | 1.1381e-30 | 0.0032 | 0.0011 | CCCS | 0.5493 | 0 | 0.0027 | 7.9073e-04 | PSO | 4.9874e+04 | 0.0298 | 143.0958 | 5.5309e+06 | CGSA | 268.3960 | 60.6185 | 60.9033 | 45.2938 | | CS | 0.1298 | 4.4998e-30 | 0.0021 | 1.5972e-04 | CCCS | 0.0984 | 0 | 0.0014 | 7.1452e-05 | PSO | 2.2087 | 0.0050 | 0.0174 | 0.0128 | CGSA | 129.8682 | 6.4933 | 7.9713 | 90.9936 |
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