Clustering Graphs of Bounded Treewidth to Minimize the Sum of Radius-Dependent Costs Article Swipe
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·
· 2023
· Open Access
·
· DOI: https://doi.org/10.48550/arxiv.2310.02130
We consider the following natural problem that generalizes min-sum-radii clustering: Given is $k\in\mathbb{N}$ as well as some metric space $(V,d)$ where $V=F\cup C$ for facilities $F$ and clients $C$. The goal is to find a clustering given by $k$ facility-radius pairs $(f_1,r_1),\dots,(f_k,r_k)\in F\times\mathbb{R}_{\geq 0}$ such that $C\subseteq B(f_1,r_1)\cup\dots\cup B(f_k,r_k)$ and $\sum_{i=1,\dots,k} g(r_i)$ is minimized for some increasing function $g:\mathbb{R}_{\geq 0}\rightarrow\mathbb{R}_{\geq 0}$. Here, $B(x,r)$ is the radius-$r$ ball centered at $x$. For the case that $(V,d)$ is the shortest-path metric of some edge-weighted graph of bounded treewidth, we present a dynamic program that is tailored to this class of problems and achieves a polynomial running time, establishing that the problem is in $\mathsf{XP}$ with parameter treewidth.
Related Topics
- Type
- preprint
- Language
- en
- Landing Page
- http://arxiv.org/abs/2310.02130
- https://arxiv.org/pdf/2310.02130
- OA Status
- green
- Related Works
- 10
- OpenAlex ID
- https://openalex.org/W4387389523
Raw OpenAlex JSON
- OpenAlex ID
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https://openalex.org/W4387389523Canonical identifier for this work in OpenAlex
- DOI
-
https://doi.org/10.48550/arxiv.2310.02130Digital Object Identifier
- Title
-
Clustering Graphs of Bounded Treewidth to Minimize the Sum of Radius-Dependent CostsWork title
- Type
-
preprintOpenAlex work type
- Language
-
enPrimary language
- Publication year
-
2023Year of publication
- Publication date
-
2023-10-03Full publication date if available
- Authors
-
Lukas Drexler, Jan Höckendorff, Joshua Könen, Kevin SchewiorList of authors in order
- Landing page
-
https://arxiv.org/abs/2310.02130Publisher landing page
- PDF URL
-
https://arxiv.org/pdf/2310.02130Direct link to full text PDF
- Open access
-
YesWhether a free full text is available
- OA status
-
greenOpen access status per OpenAlex
- OA URL
-
https://arxiv.org/pdf/2310.02130Direct OA link when available
- Concepts
-
Treewidth, Combinatorics, Bounded function, RADIUS, Cluster analysis, Mathematics, Ball (mathematics), Graph, Polynomial, Discrete mathematics, Pathwidth, Geometry, Mathematical analysis, Computer science, Statistics, Line graph, Computer securityTop concepts (fields/topics) attached by OpenAlex
- Cited by
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0Total citation count in OpenAlex
- Related works (count)
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10Other works algorithmically related by OpenAlex
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