Research Article
A Multiple Pheromone Table Based Ant Colony Optimization for Clustering
| | | -means | GKA | ACS | ACODPT | MPTACO |
| | Abalone | 11.95 ± 0.07 | 121.26 ± 1.51 | 772.96 ± 1.74 | 813.11 ± 1.26 | 810.63 ± 2.36 | | Breast Cancer Wisconsin (Diagnostic) | 0.02 ± 0.00 | 0.42 ± 0.02 | 0.94 ± 0.00 | 0.98 ± 0.00 | 1.00 ± 0.01 | | Connectionist Bench (Sonar, Mines versus Rocks) | 0.38 ± 0.01 | 4.10 ± 0.01 | 18.97 ± 0.01 | 19.76 ± 0.02 | 19.97 ± 0.03 | | Ecoli | 0.30 ± 0.02 | 2.80 ± 0.15 | 18.88 ± 0.08 | 19.62 ± 0.06 | 20.23 ± 0.19 | | Glass Identification | 0.21 ± 0.01 | 2.17 ± 0.10 | 12.11 ± 0.05 | 12.64 ± 0.06 | 12.91 ± 0.11 | | Haberman’s Survival | 0.04 ± 0.00 | 0.96 ± 0.01 | 4.43 ± 0.02 | 4.64 ± 0.02 | 4.92 ± 0.03 | | Iris | 0.04 ± 0.00 | 0.70 ± 0.01 | 3.21 ± 0.01 | 3.40 ± 0.01 | 3.58 ± 0.02 | | Parkinsons | 0.14 ± 0.00 | 1.82 ± 0.01 | 7.71 ± 0.01 | 8.09 ± 0.02 | 8.30 ± 0.03 | | Wine | 0.11 ± 0.00 | 1.51 ± 0.01 | 6.40 ± 0.02 | 6.64 ± 0.02 | 6.87 ± 0.02 | | Yeast | 1.86 ± 0.02 | 20.77 ± 0.33 | 107.08 ± 0.24 | 111.81 ± 0.17 | 113.60 ± 0.47 | | Zoo | 0.16 ± 0.00 | 1.68 ± 0.05 | 14.09 ± 3.71 | 27.97 ± 5.50 | 29.84 ± 5.88 |
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