TY - JOUR
T1 - Approximation algorithms for clustering with dynamic points
AU - Deng, Shichuan
AU - Li, Jian
AU - Rabani, Yuval
N1 - Publisher Copyright:
© 2022 Elsevier Inc.
PY - 2022/12
Y1 - 2022/12
N2 - We study two generalizations of classic clustering problems called dynamic ordered k-median and dynamic k-supplier, where the points that need clustering evolve over time, and we are allowed to move the cluster centers between consecutive time steps. In these dynamic clustering problems, the general goal is to minimize certain combinations of the service cost of points and the movement cost of centers, or to minimize one subject to some constraints on the other. We obtain a constant-factor approximation algorithm for dynamic ordered k-median under mild assumptions on the input. We give a 3-approximation for dynamic k-supplier and a multi-criteria approximation for its outlier version where some points can be discarded, when the number of time steps is two. We complement the algorithms with almost matching hardness results.
AB - We study two generalizations of classic clustering problems called dynamic ordered k-median and dynamic k-supplier, where the points that need clustering evolve over time, and we are allowed to move the cluster centers between consecutive time steps. In these dynamic clustering problems, the general goal is to minimize certain combinations of the service cost of points and the movement cost of centers, or to minimize one subject to some constraints on the other. We obtain a constant-factor approximation algorithm for dynamic ordered k-median under mild assumptions on the input. We give a 3-approximation for dynamic k-supplier and a multi-criteria approximation for its outlier version where some points can be discarded, when the number of time steps is two. We complement the algorithms with almost matching hardness results.
KW - Approximation algorithms
KW - Clustering
KW - Dynamic points
KW - Facility location
KW - Multi-objective optimization
UR - http://www.scopus.com/inward/record.url?scp=85134886609&partnerID=8YFLogxK
U2 - 10.1016/j.jcss.2022.07.001
DO - 10.1016/j.jcss.2022.07.001
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AN - SCOPUS:85134886609
SN - 0022-0000
VL - 130
SP - 43
EP - 70
JO - Journal of Computer and System Sciences
JF - Journal of Computer and System Sciences
ER -