Research Article
Improved Ant Colony Clustering Algorithm and Its Performance Study
Table 3
Clustering results of 20 random tests for Animal dataset.
| ā | -modes algorithm | Ant colony clustering algorithm | Abstraction ant colony clustering algorithm |
| Average iteration steps of running 20 cycles | 31524.56 | 12425.52 | 8673.73 | Average processing time of running 20 cycles (s) | 27.71 | 37.52 | 34.36 | Minimum mistaken partition numbers (including Mammalia) | 6 | 4 | 4 | Maximum mistaken partition numbers (including Mammalia) | 32 | 25 | 19 | Average mistaken partition numbers (including Mammalia) | 17 | 10.4 | 6.32 | Average accuracy of running 20 cycles (%) | 83.17 | 89.7 | 93.74 |
|
|