Research Article
An Improved Fuzzy c-Means Clustering Algorithm Based on Shadowed Sets and PSO
Table 2
Performance of FCM, RCM, SCM, SRCM, and SP-FCM on four yeast expression data sets.
| Different indices | Algorithm | Data sets | GDS608 | GDS2003 | GDS2267 | GDS2712 |
| DB index | FCM | 2.0861 | 2.4671 | 1.5916 | 1.9526 | RCM | 1.6109 | 2.2104 | 1.0274 | 1.2058 | SCM | 1.5938 | 2.1346 | 0.8946 | 1.0965 | SRCM | 1.3274 | 1.9523 | 0.7438 | 0.7326 | SP-FCM | 1.2958 | 1.8946 | 0.7962 | 0.6843 |
| Dunn index | FCM | 0.2647 | 0.2976 | 0.4208 | 0.3519 | RCM | 0.3789 | 0.3981 | 0.7164 | 0.6074 | SCM | 0.3865 | 0.3775 | 0.8439 | 0.6207 | SRCM | 0.5126 | 0.4953 | 0.9759 | 0.8113 | SP-FCM | 0.5407 | 0.5026 | 0.9182 | 0.8049 |
|
|