Data Sets Name | Algorithm Used | Mean and Standard Deviation of Number of Cluster | Mean and Standard Deviation of CS Measure | Exact Cluster Number for Dataset |
Iris Data | ACDE | 3.25 ± 0.0382 | 0.6643 ± 0.097 | 3 |
DCPSO | 2.23 ± 0.443 | 0.7361 ± 0.671 | ||
GCUK | 2.35 ± 0.0958 | 0.7282 ± 2.003 | ||
Classical DE | 2.50 ± 0.0473 | 0.7633 ± 0.039 | ||
TLBO | 3.033 ± 0.3198 | 0.5014 ± 0.143 | ||
Average-Link | 3.00 | 0.7863 ± 0.00 | ||
Wine Data | ACDE | 3.25 ± 0.0391 | 0.9249 ± 0.032 | 3 |
DCPSO | 3.05 ± 0.0352 | 1.8721 ± 0.037 | ||
GCUK | 2.95 ± 0.0112 | 1.5842 ± 0.328 | ||
Classical DE | 3.50 ± 0.0143 | 1.7964 ± 0.802 | ||
TLBO | 3.200 ± 0.0665 | 0.8848 ± 95 | ||
Average-link | 3.00 | 1.8921 ± 0.00 | ||
Breast Cancer Data | ACDE | 2.00 ± 0.00 | 0.4532 ± 0.034 | 2 |
DCPSO | 2.25 ± 0.0632 | 0.4854 ± 0.009 | ||
GCUK | 2.00 ± 0.0083 | 0.6089 ± 0.016 | ||
Classical DE | 2.25 ± 0.0261 | 0.8984 ± 0.381 | ||
TLBO | 2.000 ± 0.00 | 0.3982 ± 0.098 | ||
Average-Link | 2.00 | 0.9007 ± 0.00 | ||
Glass Data | ACDE | 6.05 ± 0.0148 | 0.3324 ± 0.487 | 6 |
DCPSO | 5.95 ± 0.0093 | 0.7642 ± 0.073 | ||
GCUK | 5.85 ± 0.0346 | 1.4743 ± 0.236 | ||
Classical DE | 5.60 ± 0.0754 | 0.7782 ± 0.643 | ||
TLBO | 6.00 ± 0.5872 | 0.2999 ± 0.511 | ||
Average-Link | 6.00 | 1.0221 ± 0.00 | ||
Vowel Data | ACDE | 5.75 ± 0.0751 | 0.9089 ± 0.051 | 6 |
DCPSO | 7.25 ± 0.0183 | 1.1827 ± 0.431 | ||
GCUK | 5.05 ± 0.0075 | 1.9978 ± 0.966 | ||
Classical DE | 7.50 ± 0.0569 | 1.0844 ± 0.067 | ||
TLBO | 5.998 ± 0.7226 | 0.8595 ± 0.112 | ||
Average-Link | 6.00 | 1.7221 ± 0.00 |