Research Article
A Multiple Pheromone Table Based Ant Colony Optimization for Clustering
Table 4
Quality for normalized datasets.
| | | -means | GKA | ACS | ACODPT | MPTACO |
| | Abalone | 21.94 ± 0.51 | 21.52 ± 0.37 | 21.25 ± 0.20 | 21.15 ± 0.16 | 21.16 ± 0.19 | | Breast Cancer Wisconsin (Diagnostic) | 26.04 ± 1.04 | 24.96 ± 0.24 | 24.86 ± 0.00 | 24.86 ± 0.00 | 24.86 ± 0.00 | | Connectionist Bench (Sonar, Mines versus Rocks) | 448.71 ± 6.03 | 445.56 ± 0.02 | 445.64 ± 0.03 | 445.53 ± 0.00 | 445.53 ± 0.00 | | Ecoli | 6.92 ± 0.75 | 5.50 ± 0.41 | 5.19 ± 0.16 | 5.19 ± 0.16 | 5.16 ± 0.01 | | Glass Identification | 18.35 ± 1.34 | 16.38 ± 0.28 | 16.20 ± 0.00 | 16.20 ± 0.00 | 16.20 ± 0.00 | | Haberman’s Survival | 25.33 ± 0.05 | 25.28 ± 0.00 | 25.28 ± 0.00 | 25.28 ± 0.00 | 25.28 ± 0.00 | | Iris | 7.59 ± 1.30 | 7.00 ± 0.00 | 7.00 ± 0.00 | 7.00 ± 0.00 | 7.00 ± 0.00 | | Parkinsons | 98.68 ± 0.00 | 98.68 ± 0.00 | 98.68 ± 0.00 | 98.68 ± 0.00 | 98.68 ± 0.00 | | Wine | 48.98 ± 0.02 | 48.95 ± 0.00 | 48.95 ± 0.00 | 48.95 ± 0.00 | 48.95 ± 0.00 | | Yeast | 65.96 ± 5.68 | 58.45 ± 0.25 | 59.67 ± 2.78 | 59.25 ± 2.26 | 58.46 ± 0.18 | | Zoo | 34.02 ± 1.38 | 30.72 ± 0.31 | 30.51 ± 0.00 | 30.51 ± 0.00 | 30.51 ± 0.00 |
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