Algorithm | term-size | FP Rate | Precision | Recall | Accuracy | F-Measure | AUC |
Naïve Bayes | 1 | 0.028 | 0.885 | 0.588 | 58.814 | 0.689 | 0.898 |
2 | 0.03 | 0.904 | 0.694 | 69.434 | 0.773 | 0.933 | |
3 | 0.025 | 0.905 | 0.704 | 70.408 | 0.78 | 0.929 | |
5 | 0.034 | 0.91 | 0.73 | 72.963 | 0.798 | 0.911 | |
SMO | 1 | 0.845 | 0.819 | 0.877 | 87.683 | 0.825 | 0.524 |
2 | 0.508 | 0.892 | 0.912 | 91.245 | 0.893 | 0.718 | |
3 | 0.376 | 0.897 | 0.912 | 91.245 | 0.902 | 0.789 | |
5 | 0.454 | 0.879 | 0.904 | 90.371 | 0.887 | 0.746 | |
LibSVM | 1 | 0.85 | 0.796 | 0.876 | 87.565 | 0.82 | 0.513 |
2 | 0.85 | 0.796 | 0.876 | 87.565 | 0.82 | 0.513 | |
3 | 0.85 | 0.796 | 0.876 | 87.565 | 0.82 | 0.513 | |
5 | 0.848 | 0.794 | 0.876 | 87.565 | 0.82 | 0.514 | |
IBk (k = 1) | 1 | 0.13 | 0.924 | 0.922 | 92.186 | 0.923 | 0.94 |
2 | 0.144 | 0.918 | 0.914 | 91.363 | 0.915 | 0.928 | |
3 | 0.14 | 0.896 | 0.842 | 84.171 | 0.867 | 0.892 | |
5 | 0.107 | 0.902 | 0.762 | 76.155 | 0.819 | 0.859 | |
IBk (k = 2) | 1 | 0.192 | 0.919 | 0.924 | 92.405 | 0.919 | 0.955 |
2 | 0.233 | 0.908 | 0.918 | 91.833 | 0.91 | 0.942 | |
3 | 0.384 | 0.869 | 0.884 | 88.405 | 0.872 | 0.897 | |
5 | 0.56 | 0.844 | 0.877 | 87.716 | 0.852 | 0.852 | |
IBk (k = 3) | 1 | 0.195 | 0.916 | 0.921 | 92.119 | 0.918 | 0.958 |
2 | 0.249 | 0.9 | 0.911 | 91.111 | 0.904 | 0.948 | |
3 | 0.413 | 0.862 | 0.881 | 88.136 | 0.869 | 0.907 | |
5 | 0.595 | 0.838 | 0.875 | 87.498 | 0.848 | 0.875 | |
kMeans (k = 2) | 1 | 0.843 | 0.744 | 0.718 | 70.257 | 0.731 | 0.429 |
2 | 0.849 | 0.745 | 0.75 | 72.358 | 0.747 | 0.435 | |
3 | 0.863 | 0.745 | 0.863 | 79.18 | 0.8 | 0.459 | |
5 | 0.862 | 0.755 | 0.868 | 82.86 | 0.808 | 0.481 | |
kMeans (k = 7) | 1 | 0.278 | 0.777 | 0.392 | 35.288 | 0.507 | 0.537 |
2 | 0.789 | 0.693 | 0.69 | 53.453 | 0.69 | 0.363 | |
3 | 0.813 | 0.691 | 0.784 | 58.948 | 0.735 | 0.375 | |
5 | 0.833 | 0.744 | 0.839 | 65.653 | 0.767 | 0.399 | |
ZeroR | 1 | 0.875 | 0.765 | 0.875 | 87.464 | 0.816 | 0.497 |
2 | 0.875 | 0.765 | 0.875 | 87.464 | 0.816 | 0.497 | |
3 | 0.875 | 0.765 | 0.875 | 87.464 | 0.816 | 0.497 | |
5 | 0.875 | 0.765 | 0.875 | 87.464 | 0.816 | 0.497 | |
OneR (B = 5) | 1 | 0.795 | 0.818 | 0.878 | 87.8 | 0.831 | 0.541 |
2 | 0.789 | 0.799 | 0.877 | 87.666 | 0.829 | 0.544 | |
3 | 0.821 | 0.8 | 0.882 | 88.221 | 0.832 | 0.531 | |
5 | 0.828 | 0.799 | 0.881 | 88.12 | 0.83 | 0.527 | |
OneR (B = 6) | 1 | 0.796 | 0.817 | 0.878 | 87.784 | 0.83 | 0.541 |
2 | 0.789 | 0.799 | 0.877 | 87.666 | 0.829 | 0.544 | |
3 | 0.821 | 0.8 | 0.882 | 88.221 | 0.832 | 0.531 | |
5 | 0.828 | 0.799 | 0.881 | 88.12 | 0.83 | 0.527 | |
OneR (B = 10) | 1 | 0.797 | 0.811 | 0.877 | 87.716 | 0.83 | 0.54 |
2 | 0.799 | 0.799 | 0.877 | 87.666 | 0.829 | 0.539 | |
3 | 0.821 | 0.8 | 0.882 | 88.221 | 0.832 | 0.531 | |
5 | 0.828 | 0.799 | 0.881 | 88.12 | 0.83 | 0.527 | |
JRip | 1 | 0.404 | 0.893 | 0.913 | 91.262 | 0.899 | 0.776 |
2 | 0.385 | 0.894 | 0.912 | 91.161 | 0.9 | 0.768 | |
3 | 0.368 | 0.896 | 0.912 | 91.178 | 0.902 | 0.789 | |
5 | 0.44 | 0.892 | 0.912 | 91.195 | 0.897 | 0.75 | |
J48 | 1 | 0.204 | 0.917 | 0.924 | 92.438 | 0.92 | 0.913 |
2 | 0.205 | 0.913 | 0.92 | 92.018 | 0.916 | 0.871 | |
3 | 0.24 | 0.901 | 0.911 | 91.06 | 0.905 | 0.84 | |
5 | 0.289 | 0.897 | 0.911 | 91.094 | 0.903 | 0.863 |