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Clustering on k -edge-colored graphs

Published: 01 October 2016 Publication History
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  • Abstract

    We study the Max k -colored clustering problem, where given an edge-colored graph with k colors, we seek to color the vertices of the graph so as to find a clustering of the vertices maximizing the number (or the weight) of matched edges, i.e.źthe edges having the same color as their extremities. We show that the cardinality problem is NP-hard even for edge-colored bipartite graphs with a chromatic degree equal to two and k ź 3 . Our main result is a constant approximation algorithm for the weighted version of the Max k -colored clustering problem which is based on a rounding of a natural linear programming relaxation. For graphs with chromatic degree equal to two we improve this ratio by exploiting the relation of our problem with the Max 2-and problem. We also present a reduction to the maximum-weight independent set (IS) problem in bipartite graphs which leads to a polynomial time algorithm for the case of two colors.

    References

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    G. Ducoffe, D. Mazauric, A. Chaintreau, Convergence of Coloring Games with Collusions. CoRR abs/1212.3782, 2012.
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    Cited By

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    • (2024)Overlapping and Robust Edge-Colored Clustering in HypergraphsProceedings of the 17th ACM International Conference on Web Search and Data Mining10.1145/3616855.3635792(143-151)Online publication date: 4-Mar-2024
    • (2023)Optimal LP rounding and linear-time approximation algorithms for clustering edge-colored hypergraphsProceedings of the 40th International Conference on Machine Learning10.5555/3618408.3619862(34924-34951)Online publication date: 23-Jul-2023
    • (2023)Parameterized algorithms for colored clusteringProceedings of the Thirty-Seventh AAAI Conference on Artificial Intelligence and Thirty-Fifth Conference on Innovative Applications of Artificial Intelligence and Thirteenth Symposium on Educational Advances in Artificial Intelligence10.1609/aaai.v37i4.25560(4400-4408)Online publication date: 7-Feb-2023
    • Show More Cited By

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    1. Clustering on k -edge-colored graphs
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          Published In

          cover image Discrete Applied Mathematics
          Discrete Applied Mathematics  Volume 211, Issue C
          October 2016
          223 pages

          Publisher

          Elsevier Science Publishers B. V.

          Netherlands

          Publication History

          Published: 01 October 2016

          Author Tags

          1. Approximation algorithms
          2. Clustering
          3. Coloring

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          View all
          • (2024)Overlapping and Robust Edge-Colored Clustering in HypergraphsProceedings of the 17th ACM International Conference on Web Search and Data Mining10.1145/3616855.3635792(143-151)Online publication date: 4-Mar-2024
          • (2023)Optimal LP rounding and linear-time approximation algorithms for clustering edge-colored hypergraphsProceedings of the 40th International Conference on Machine Learning10.5555/3618408.3619862(34924-34951)Online publication date: 23-Jul-2023
          • (2023)Parameterized algorithms for colored clusteringProceedings of the Thirty-Seventh AAAI Conference on Artificial Intelligence and Thirty-Fifth Conference on Innovative Applications of Artificial Intelligence and Thirteenth Symposium on Educational Advances in Artificial Intelligence10.1609/aaai.v37i4.25560(4400-4408)Online publication date: 7-Feb-2023
          • (2019)Approximability and Inapproximability for Maximum k-Edge-Colored Clustering ProblemComputer Science – Theory and Applications10.1007/978-3-030-19955-5_1(1-12)Online publication date: 1-Jul-2019

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