Using diversity in cluster ensembles

@article{Kuncheva2004UsingDI,
  title={Using diversity in cluster ensembles},
  author={Ludmila I. Kuncheva and Stefan Todorov Hadjitodorov},
  journal={2004 IEEE International Conference on Systems, Man and Cybernetics (IEEE Cat. No.04CH37583)},
  year={2004},
  volume={2},
  pages={1214-1219 vol.2}
}
The pairwise approach to cluster ensembles uses multiple partitions, each of which constructs a coincidence matrix between all pairs of objects. The matrices for the partitions are then combined and a final clustering is derived thereof. Here we study the diversity within such cluster ensembles. Based on this, we propose a variant of the generic ensemble method where the number of overproduced clusters is chosen randomly for every ensemble member (partition). Using three artificial sets we show… CONTINUE READING
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