Research Article
A Theoretical Analysis of Why Hybrid Ensembles Work
Table 4
Performance in accuracy.
| Number | Single | Bagging | HE | DT | NB | DT | NB | DT + NB |
| | 0.891 ± 0.014 | 0.894 ± 0.005 | 0.908 ± 0.009 | 0.893 ± 0.005 | 0.909 ± 0.007 | | 0.901 ± 0.008 | 0.709 ± 0.003 | 0.918 ± 0.007 | 0.717 ± 0.005 | 0.873 ± 0.006 | | 0.948 ± 0.004 | 0.964 ± 0.001 | 0.958 ± 0.004 | 0.961 ± 0.001 | 0.967 ± 0.002 | | 0.852 ± 0.004 | 0.784 ± 0.004 | 0.854 ± 0.005 | 0.786 ± 0.006 | 0.847 ± 0.006 | | 0.857 ± 0.007 | 0.778 ± 0.003 | 0.862 ± 0.004 | 0.784 ± 0.003 | 0.828 ± 0.006 | | 0.714 ± 0.007 | 0.751 ± 0.006 | 0.738 ± 0.009 | 0.759 ± 0.006 | 0.755 ± 0.008 | | 0.865 ± 0.009 | 0.779 ± 0.005 | 0.882 ± 0.007 | 0.784 ± 0.005 | 0.836 ± 0.009 | | 0.745 ± 0.007 | 0.755 ± 0.004 | 0.759 ± 0.008 | 0.756 ± 0.005 | 0.767 ± 0.004 | | 0.775 ± 0.016 | 0.833 ± 0.005 | 0.787 ± 0.018 | 0.834 ± 0.004 | 0.835 ± 0.007 | | 0.793 ± 0.016 | 0.843 ± 0.004 | 0.796 ± 0.014 | 0.845 ± 0.005 | 0.841 ± 0.006 | | 0.784 ± 0.016 | 0.839 ± 0.007 | 0.801 ± 0.017 | 0.838 ± 0.006 | 0.847 ± 0.008 | | 0.784 ± 0.016 | 0.839 ± 0.009 | 0.805 ± 0.019 | 0.842 ± 0.012 | 0.852 ± 0.008 | | 0.766 ± 0.013 | 0.817 ± 0.003 | 0.783 ± 0.009 | 0.818 ± 0.003 | 0.818 ± 0.003 | | 0.823 ± 0.013 | 0.808 ± 0.008 | 0.838 ± 0.012 | 0.806 ± 0.01 | 0.835 ± 0.011 | | 0.891 ± 0.012 | 0.823 ± 0.005 | 0.925 ± 0.008 | 0.825 ± 0.007 | 0.882 ± 0.008 | (16) | 0.994 ± 0.001 | 0.878 ± 0.002 | 0.994 ± 0.001 | 0.878 ± 0.002 | 0.952 ± 0.002 | (17) | 0.562 ± 0.016 | 0.575 ± 0.004 | 0.595 ± 0.016 | 0.576 ± 0.006 | 0.60 ± 0.01 | (18) | 0.987 ± 0.001 | 0.928 ± 0.001 | 0.988 ± 0.001 | 0.927 ± 0.002 | 0.982 ± 0.001 | (19) | 0.737 ± 0.019 | 0.689 ± 0.009 | 0.787 ± 0.026 | 0.684 ± 0.019 | 0.728 ± 0.014 | (20) | 0.965 ± 0.003 | 0.90 ± 0.002 | 0.965 ± 0.004 | 0.90 ± 0.002 | 0.944 ± 0.003 |
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