pith. machine review for the scientific record. sign in

arxiv: 1608.04331 · v1 · submitted 2016-08-15 · 💻 cs.LG · stat.ML

Recognition: unknown

Consistency constraints for overlapping data clustering

Authors on Pith no claims yet
classification 💻 cs.LG stat.ML
keywords clusteringclustersconstraintsdataoverlappingappropriatearisingavoids
0
0 comments X
read the original abstract

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.

This paper has not been read by Pith yet.

discussion (0)

Sign in with ORCID, Apple, or X to comment. Anyone can read and Pith papers without signing in.