Table 2.
Algorithm | Cluster number | Precision | Recall | Pvalue | F-measure |
---|---|---|---|---|---|
FCM | 10 | 0.0339 | 0.5814 | 0.2256 | 0.0641 |
IFC | 10 | 0.3095 | 0.0606 | 0.3231 | 0.1014 |
ABC-IFC | 10 | 0.6444 | 0.8373 | 0.2226 | 0.7283 |
| |||||
FCM | 20 | 0.0409 | 0.5269 | 0.4166 | 0.0759 |
IFC | 20 | 0.2924 | 0.1074 | 0.3383 | 0.1571 |
ABC-IFC | 20 | 0.5741 | 0.6156 | 0.1964 | 0.5941 |
| |||||
FCM | 30 | 0.0499 | 0.5080 | 0.3753 | 0.0909 |
IFC | 30 | 0.3525 | 0.0883 | 0.3555 | 0.1412 |
ABC-IFC | 30 | 0.5647 | 0.6789 | 0.1667 | 0.6166 |
| |||||
FCM | 40 | 0.0581 | 0.5006 | 0.3322 | 0.1041 |
IFC | 40 | 0.3288 | 0.1288 | 0.3253 | 0.1851 |
ABC-IFC | 40 | 0.5559 | 0.5691 | 0.1698 | 0.5624 |
| |||||
FCM | 50 | 0.0624 | 0.4905 | 0.3405 | 0.1107 |
IFC | 50 | 0.3010 | 0.1172 | 0.2907 | 0.1687 |
ABC-IFC | 50 | 0.5933 | 0.6452 | 0.1094 | 0.6182 |
| |||||
FCM | 60 | 0.0675 | 0.4960 | 0.5303 | 0.1188 |
IFC | 60 | 0.2628 | 0.2236 | 0.2893 | 0.2416 |
ABC-IFC | 60 | 0.5254 | 0.7253 | 0.0510 | 0.6094 |
| |||||
FCM | 70 | 0.0765 | 0.4920 | 0.4147 | 0.1324 |
IFC | 70 | 0.2671 | 0.1343 | 0.2456 | 0.1787 |
ABC-IFC | 70 | 0.5984 | 0.6864 | 0.0720 | 0.6394 |
| |||||
FCM | 80 | 0.0831 | 0.4864 | 0.3930 | 0.1419 |
IFC | 80 | 0.3057 | 0.1777 | 0.2171 | 0.2248 |
ABC-IFC | 80 | 0.5665 | 0.8331 | 0.0954 | 0.6744 |
| |||||
FCM | 90 | 0.0894 | 0.4861 | 0.4670 | 0.1510 |
IFC | 90 | 0.2900 | 0.2068 | 0.2246 | 0.2414 |
ABC-IFC | 90 | 0.6034 | 0.7331 | 0.0561 | 0.6620 |
| |||||
FCM | 100 | 0.0938 | 0.4829 | 0.4597 | 0.1571 |
IFC | 100 | 0.3136 | 0.1899 | 0.2279 | 0.2366 |
ABC-IFC | 100 | 0.6081 | 0.6416 | 0.0508 | 0.6244 |
| |||||
FCM | 110 | 0.1015 | 0.3337 | 0.3986 | 0.1557 |
IFC | 110 | 0.3666 | 0.1956 | 0.2242 | 0.2551 |
ABC-IFC | 110 | 0.6032 | 0.6785 | 0.0656 | 0.6386 |
| |||||
FCM | 120 | 0.1073 | 0.4801 | 0.3685 | 0.1754 |
IFC | 120 | 0.3193 | 0.1840 | 0.1903 | 0.2335 |
ABC-IFC | 120 | 0.5873 | 0.6637 | 0.0479 | 0.6232 |
| |||||
FCM | 130 | 0.1124 | 0.4819 | 0.2595 | 0.1823 |
IFC | 130 | 0.2813 | 0.1849 | 0.1577 | 0.2231 |
ABC-IFC | 130 | 0.6118 | 0.6734 | 0.0825 | 0.6411 |
| |||||
FCM | 140 | 0.1192 | 0.4763 | 0.4354 | 0.1907 |
IFC | 140 | 0.2818 | 0.2373 | 0.2576 | 0.2576 |
ABC-IFC | 140 | 0.5622 | 0.7579 | 0.0750 | 0.6455 |
| |||||
FCM | 150 | 0.1303 | 0.4793 | 0.4354 | 0.2049 |
IFC | 150 | 0.2759 | 0.1886 | 0.2456 | 0.2240 |
ABC-IFC | 150 | 0.7491 | 0.7537 | 0.0830 | 0.7514 |