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Fuzzy c-means in an MDL-framework
Selb, A.; Bischof, H.; Leonardis, A.;
Pattern Recognition, 2000. Proceedings. 15th International Conference on
Volume 2,
3-7 Sept 2000
Page(s):740
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743 vol.2
Abstract:
In this paper we present a minimum description length (MDL) framework for fuzzy clustering algorithms. This framework enables us to find an optimal number of cluster centers. We applied our approach to the fuzzy c-means algorithm for which we designed a computationally efficient procedure. We report the results of our approach on a 2D clustering problem and on RGB color image segmentation
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