Published January 1, 2009
| Version v1
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An Algorithm and a Core Set Result for the Weighted Euclidean One-Center Problem
Creators
- 1. Florida State Univ, Dept Comp Sci, Tallahassee, FL 32306 USA
- 2. Bilkent Univ, Dept Ind Engn, TR-06800 Bilkent, Turkey
Description
Given a set A of m points in n-dimensional space with corresponding positive weights, the weighted Euclidean one-center problem, which is a generalization of the minimum enclosing ball problem, involves the computation of a point c(A) is an element of R(n) that minimizes the maximum weighted Euclidean distance from c(A) to each point in A. In this paper, given epsilon > 0, we propose and analyze an algorithm that computes a (1 + epsilon)-approximate solution to the weighted Euclidean one-center problem. Our algorithm explicitly constructs a small subset L subset of A, called an epsilon-core set of A, for which the optimal solution of the corresponding weighted Euclidean one-center problem is a close approximation to that of A. In addition, we establish that vertical bar L vertical bar depends only on epsilon and on the ratio of the smallest and largest weights, but is independent of the number of points m and the dimension n. This result subsumes and generalizes the previously known core set results for the minimum enclosing ball problem. Our algorithm computes a (1 + epsilon)-approximate solution to the weighted Euclidean one-center problem for A in O(mn vertical bar L vertical bar) arithmetic operations. Our computational results indicate that the size of the epsilon-core set computed by the algorithm is, in general, significantly smaller than the theoretical worst-case estimate, which contributes to the efficiency of the algorithm, especially for large-scale instances. We shed some light on the possible reasons for this discrepancy between the theoretical estimate and the practical performance.
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