Research Article

Clustering Ensemble Model Based on Self-Organizing Map Network

Table 4

The average performance of ten runs for each dataset measured by ARI.

ā€‰CO-AverageONCE-AverageDSCEACEDICLENSMCLACascaded SOM

Iris0.7250.7260.7320.7340.6800.7230.725
Wine0.3690.3690.3770.3710.3690.3720.380
Thyroid0.5590.5840.6090.6130.5820.5630.592
Mfeatures0.3150.3160.3160.3140.2900.3080.316
Glass0.5090.5260.5280.5350.3920.5340.536
BCW0.8490.8470.8490.8490.8420.8490.848
Soybean0.5470.5500.5780.5320.6320.5480.572
Ionosphere0.1630.1660.1690.1650.1610.1660.166

The bold values mean the best ARI value of the different algorithms for each dataset.