Red–Blue k -Center Clustering with Distance Constraints
Marzieh Eskandari (),
Bhavika B. Khare,
Nirman Kumar and
Bahram Sadeghi Bigham
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Marzieh Eskandari: Department of Computer Science, New Jersey Institute of Technology, Newark, NJ 07102, USA
Bhavika B. Khare: Department of Computer Science, University of Memphis, Memphis, TN 38152, USA
Nirman Kumar: Department of Computer Science, University of Memphis, Memphis, TN 38152, USA
Bahram Sadeghi Bigham: Department of Computer Science, Faculty of Mathematical Sciences, Alzahra University, Tehran 19938 93973, Iran
Mathematics, 2023, vol. 11, issue 3, 1-17
Abstract:
We consider a variant of the k -center clustering problem in I R d , where the centers can be divided into two subsets—one, the red centers of size p , and the other, the blue centers of size q , such that p + q = k , and each red center and each blue center must be a distance of at least some given α ≥ 0 apart. The aim is to minimize the covering radius. We provide a bi-criteria approximation algorithm for the problem and a polynomial time algorithm for the constrained problem where all centers must lie on a given line ℓ . Additionally, we present a polynomial time algorithm for the case where only the orientation of the line is fixed in the plane ( d = 2 ), although the algorithm works even in I R d by constraining the line to lie in a plane and with a fixed orientation.
Keywords: algorithms; facility location; computational geometry; clustering (search for similar items in EconPapers)
JEL-codes: C (search for similar items in EconPapers)
Date: 2023
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