Table 6 Homogeneity score of K-Means, FEKM, MCKM, MFQ and FLCS.
From: An efficient framework for obtaining the initial cluster centers
Data sets | K-means | FEKM | MCKM | MFQ | FLCS |
|---|---|---|---|---|---|
Iris | 0.7364 | 0.7502 | 0.7364 | 0.7514 | 0.7514 |
Balance | 0.0845 | 0.1589 | 0.0777 | 0.3451 | 0.3451 |
Abalone | 0.0675 | 0.0588 | 0.1209 | 0.0916 | 0.0916 |
Seed | 0.6645 | 0.7075 | 0.6934 | 0.7075 | 0.7075 |
TAE | 0.0195 | 0.0265 | 0.0252 | 0.0186 | 0.0186 |
Wine | 0.3561 | 0.3784 | 0.4288 | 0.3987 | 0.3987 |
Glass | 0.1156 | 0.1246 | 0.1213 | 0.1176 | 0.1176 |
Mushroom | 0.1455 | 0.1759 | 0.1654 | 0.1935 | 0.1935 |
Adult | 0.0002 | 0.00031 | 0.00028 | 0.00031 | 0.00031 |
Haberman | 0.0006 | 0.0008 | 0.0008 | 0.0012 | 0.0012 |
