A Local Search Algorithm for Radius-Constrained k-Median

被引:0
作者
Chi, Gaojie [1 ]
Guo, Longkun [1 ]
机构
[1] Fuzhou Univ, Fuzhou, Peoples R China
来源
THEORY AND APPLICATIONS OF MODELS OF COMPUTATION, TAMC 2024 | 2024年 / 14637卷
基金
美国国家科学基金会;
关键词
local search; k-median; k-center; approximation algorithm;
D O I
10.1007/978-981-97-2340-9_15
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
Given a set X of n points in a metric space and a radius R, we consider the combining version of k-center and k-median which is with the same objective as k-median, but with the constraint that any x in X is assigned to a center within the range R. In this paper, we propose a bicriteria approximation algorithm achieving a bicriteria approximation ratio of (3 + epsilon, 7), by incorporating local search with the technology of finding key balls with consequent center exchanges therein. Compared to the state-of-the-art approximation ratio of (8, 4) that is based on an LP formulation for k-median, we improve the ratio of the total distance from 8 to 3 + epsilon at the price of compromising the ratio of radius from 4 to 7.
引用
收藏
页码:173 / 184
页数:12
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