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Consistency constraints for overlapping data clustering

arXiv 1608.04331 ↗First posted 15 Aug 2016cs.LG stat.MLcited by 2

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Abstract (arXiv)

We examine overlapping clustering schemes with functorial constraints, in the spirit of Carlsson--Memoli. This avoids issues arising from the chaining required by partition-based methods. Our principal result shows that any clustering functor is naturally constrained to refine single-linkage clusters and be refined by maximal-linkage clusters. We work in the context of metric spaces with non-expansive maps, which is appropriate for modeling data processing which does not increase information content.

Key facts. Cited by 2 papers in the map (data through 7 Oct 2026). First posted on arXiv 15 Aug 2016.

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