On clustering problems with connected optima in euclidean spaces

Endre Boros, Peter L. Hammer

Research output: Contribution to journalArticlepeer-review

33 Scopus citations

Abstract

Let X be a finite subset of a Euclidean space, and ρ be a real function defined on the pairs of points of X, expressing the "unsimilarity" of points. The problem is to find a partition P1,...,Pp of X into p groups which maximizes the sum of unsimilarities of all those pairs of points which do not belong to the same group. It is shown here that for some typical unsimilarities ρ, there exists an optimal partition such that the intersection of Pj with the convex hull of Pi is empty for all i<j. In particular, it is shown that if X is on a sphere then the convex hulls of the groups of an optimal partition are pairwise disjoint.

Original languageEnglish (US)
Pages (from-to)81-88
Number of pages8
JournalDiscrete Mathematics
Volume75
Issue number1-3
DOIs
StatePublished - May 1989

All Science Journal Classification (ASJC) codes

  • Theoretical Computer Science
  • Discrete Mathematics and Combinatorics

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