Research Article
Genetic Programming Based Ensemble System for Microarray Data Classification
Table 5
Experimental results for multiclass datasets.
| Datasets | OVO | OVR | GPES | DT | Random Forest | HARF | GA-ESP | GPES | DT | Random Forest | HARF | GA-ESP |
| Leukemia 1 | | | | | | | | | | | | 0.897 ± 0.006 | 0.941 ± 0.000 | 0.881 ± 0.061 | 0.923 ± 0.074 | 0.932 ± 0.010 | 0.965 ± 0.017 | 0.882 ± 0.000 | 0.917 ± 0.012 | 0.941 ± 0.019 | 0.903 ± 0.012 | AAc | 0.905 ± 0.004 | 0.960 ± 0.000 | 0.918 ± 0.040 | 0.949 ± 0.049 | 0.961 ± 0.007 | 0.976 ± 0.001 | 0.922 ± 0.000 | 0.944 ± 0.008 | 0.951 ± 0.012 | 0.938 ± 0.019 | Leukemia 2 | | | | | | | | | | | | 0.933 ± 0.042 | 0.733 ± 0.000 | 0.934 ± 0.066 | 0.956 ± 0.011 | 0.935 ± 0.018 | 0.891 ± 0.046 | 0.773 ± 0.000 | 0.921 ± 0.050 | 0.925 ± 0.026 | 0.902 ± 0.014 | AAc | 0.956 ± 0.025 | 0.778 ± 0.000 | 0.953 ± 0.043 | 0.997 ± 0.008 | 0.978 ± 0.016 | 0.925 ± 0.028 | 0.882 ± 0.000 | 0.947 ± 0.033 | 0.940 ± 0.017 | 0.922 ± 0.008 | Lung 1 | | | | | | | | | | | | 0.829 ± 0.029 | 0.668 ± 0.000 | 0.791 ± 0.017 | 0.817 ± 0.013 | 0.812 ± 0.025 | 0.822 ± 0.033 | 0.781 ± 0.000 | 0.771 ± 0.025 | 0.818 ± 0.036 | 0.802 ± 0.013 | AAc | 0.892 ± 0.024 | 0.792 ± 0.000 | 0.861 ± 0.011 | 0.869 ± 0.009 | 0.853 ± 0.013 | 0.881 ± 0.023 | 0.854 ± 0.000 | 0.847 ± 0.017 | 0.868 ± 0.026 | 0.865 ± 0.012 | Lung 2 | | | | | | | | | | | | 0.948 ± 0.030 | 0.955 ± 0.000 | 0.950 ± 0.008 | 0.933 ± 0.013 | 0.942 ± 0.021 | 0.913 ± 0.013 | 0.851 ± 0.000 | 0.908 ± 0.014 | 0.946 ± 0.017 | 0.957 ± 0.013 | AAc | 0.979 ± 0.012 | 0.982 ± 0.000 | 0.980 ± 0.031 | 0.965 ± 0.009 | 0.953 ± 0.016 | 0.960 ± 0.007 | 0.940 ± 0.000 | 0.963 ± 0.006 | 0.964 ± 0.013 | 0.988 ± 0.014 | Breast | | | | | | | | | | | | 0.875 ± 0.026 | 0.700 ± 0.000 | 0.888 ± 0.027 | 0.860 ± 0.037 | 0.853 ± 0.020 | 0.821 ± 0.004 | 0.733 ± 0.000 | 0.844 ± 0.027 | 0.873 ± 0.037 | 0.888 ± 0.020 | AAc | 0.947 ± 0.014 | 0.880 ± 0.000 | 0.961 ± 0.002 | 0.946 ± 0.012 | 0.916 ± 0.009 | 0.915 ± 0.003 | 0.893 ± 0.000 | 0.949 ± 0.017 | 0.942 ± 0.015 | 0.912 ± 0.010 | DLBCL | | | | | | | | | | | | 0.967 ± 0.019 | 0.833 ± 0.000 | 0.935 ± 0.055 | 0.837 ± 0.007 | 0.932 ± 0.010 | 0.883 ± 0.032 | 0.833 ± 0.000 | 0.815 ± 0.071 | 0.803 ± 0.071 | 0.922 ± 0.013 | AAc | 0.989 ± 0.006 | 0.944 ± 0.000 | 0.972 ± 0.018 | 0.925 ± 0.024 | 0.958 ± 0.007 | 0.947 ± 0.011 | 0.944 ± 0.000 | 0.937 ± 0.023 | 0.923 ± 0.023 | 0.965 ± 0.009 |
| Average | | | | | | | | | | | | 0.908 ± 0.025 | 0.805 ± 0.000 | 0.897 ± 0.039 | 0.888 ± 0.026 | 0.901 ± 0.017 | 0.882 ± 0.024 | 0.809 ± 0.000 | 0.863 ± 0.033 | 0.884 ± 0.034 | 0.896 ± 0.014 | AAc | 0.945 ± 0.014 | 0.889 ± 0.000 | 0.941 ± 0.024 | 0.942 ± 0.018 | 0.937 ± 0.013 | 0.934 ± 0.012 | 0.906 ± 0.000 | 0.878 ± 0.055 | 0.931 ± 0.017 | 0.932 ± 0.012 |
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