| Algorithm | term-size | FP Rate | Precision | Recall | Accuracy | F-Measure | AUC |
| Naïve Bayes | 1 | 0.518 | 0.766 | 0.772 | 77.162 | 0.734 | 0.684 |
| 2 | 0.472 | 0.787 | 0.789 | 78.923 | 0.76 | 0.7 | |
| 3 | 0.454 | 0.789 | 0.793 | 79.324 | 0.768 | 0.676 | |
| 5 | 0.443 | 0.792 | 0.797 | 79.661 | 0.773 | 0.677 | |
| SMO | 1 | 0.261 | 0.893 | 0.887 | 88.711 | 0.88 | 0.813 |
| 2 | 0.228 | 0.902 | 0.898 | 89.824 | 0.893 | 0.835 | |
| 3 | 0.192 | 0.913 | 0.911 | 91.132 | 0.908 | 0.86 | |
| 5 | 0.189 | 0.913 | 0.912 | 91.17 | 0.909 | 0.862 | |
| LibSVM | 1 | 0.369 | 0.852 | 0.843 | 84.257 | 0.826 | 0.737 |
| 2 | 0.386 | 0.851 | 0.838 | 83.791 | 0.819 | 0.726 | |
| 3 | 0.418 | 0.843 | 0.827 | 82.677 | 0.803 | 0.705 | |
| 5 | 0.437 | 0.838 | 0.82 | 81.965 | 0.793 | 0.691 | |
| IBk (k = 1) | 1 | 0.119 | 0.93 | 0.931 | 93.061 | 0.93 | 0.95 |
| 2 | 0.123 | 0.928 | 0.928 | 92.814 | 0.927 | 0.943 | |
| 3 | 0.137 | 0.921 | 0.922 | 92.206 | 0.921 | 0.935 | |
| 5 | 0.139 | 0.921 | 0.922 | 92.232 | 0.921 | 0.932 | |
| IBk (k = 2) | 1 | 0.115 | 0.926 | 0.926 | 92.595 | 0.926 | 0.957 |
| 2 | 0.119 | 0.921 | 0.922 | 92.167 | 0.921 | 0.952 | |
| 3 | 0.127 | 0.918 | 0.918 | 91.818 | 0.918 | 0.947 | |
| 5 | 0.132 | 0.917 | 0.917 | 91.74 | 0.917 | 0.942 | |
| IBk (k = 3) | 1 | 0.132 | 0.928 | 0.928 | 92.815 | 0.927 | 0.958 |
| 2 | 0.137 | 0.924 | 0.925 | 92.504 | 0.924 | 0.954 | |
| 3 | 0.15 | 0.92 | 0.92 | 92.012 | 0.919 | 0.952 | |
| 5 | 0.158 | 0.919 | 0.919 | 91.908 | 0.917 | 0.947 | |
| kMeans (k = 2) | 1 | 0.545 | 0.685 | 0.717 | 71.569 | 0.689 | 0.585 |
| 2 | 0.518 | 0.652 | 0.726 | 72.513 | 0.682 | 0.604 | |
| 3 | 0.551 | 0.652 | 0.724 | 72.345 | 0.671 | 0.586 | |
| 5 | 0.578 | 0.689 | 0.725 | 72.385 | 0.683 | 0.573 | |
| ZeroR | 1 | 0.718 | 0.515 | 0.718 | 71.75 | 0.599 | 0.499 |
| 2 | 0.718 | 0.515 | 0.718 | 71.75 | 0.599 | 0.5 | |
| 3 | 0.718 | 0.515 | 0.718 | 71.75 | 0.599 | 0.5 | |
| 5 | 0.718 | 0.515 | 0.718 | 71.75 | 0.599 | 0.499 | |
| OneR (B = 5) | 1 | 0.303 | 0.861 | 0.859 | 85.94 | 0.85 | 0.778 |
| 2 | 0.309 | 0.85 | 0.851 | 85.111 | 0.842 | 0.771 | |
| 3 | 0.332 | 0.845 | 0.845 | 84.477 | 0.834 | 0.757 | |
| 5 | 0.316 | 0.833 | 0.838 | 83.804 | 0.83 | 0.761 | |
| OneR (B = 6) | 1 | 0.303 | 0.86 | 0.859 | 85.927 | 0.85 | 0.778 |
| 2 | 0.308 | 0.85 | 0.851 | 85.111 | 0.842 | 0.771 | |
| 3 | 0.329 | 0.845 | 0.845 | 84.542 | 0.834 | 0.758 | |
| 5 | 0.317 | 0.832 | 0.837 | 83.661 | 0.829 | 0.76 | |
| OneR (B = 10) | 1 | 0.311 | 0.856 | 0.856 | 85.552 | 0.846 | 0.772 |
| 2 | 0.317 | 0.846 | 0.847 | 84.723 | 0.838 | 0.765 | |
| 3 | 0.342 | 0.842 | 0.842 | 84.192 | 0.83 | 0.75 | |
| 5 | 0.336 | 0.829 | 0.833 | 83.325 | 0.823 | 0.748 | |
| JRip | 1 | 0.174 | 0.91 | 0.911 | 91.054 | 0.908 | 0.872 |
| 2 | 0.181 | 0.909 | 0.91 | 90.963 | 0.907 | 0.867 | |
| 3 | 0.173 | 0.911 | 0.912 | 91.157 | 0.909 | 0.875 | |
| 5 | 0.177 | 0.913 | 0.913 | 91.274 | 0.91 | 0.878 | |
| J48 | 1 | 0.126 | 0.931 | 0.931 | 93.125 | 0.93 | 0.945 |
| 2 | 0.138 | 0.927 | 0.927 | 92.711 | 0.926 | 0.938 | |
| 3 | 0.138 | 0.926 | 0.926 | 92.607 | 0.925 | 0.931 | |
| 5 | 0.145 | 0.923 | 0.924 | 92.374 | 0.922 | 0.924 |