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Parameterized Algorithmics for Finding Connected Motifs in Biological Networks

Published: 01 September 2011 Publication History
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  • Abstract

    We study the NP-hard List-Colored Graph Motif problem which, given an undirected list-colored graph G=(V,E) and a multiset M of colors, asks for maximum-cardinality sets S\subseteq V and M^{\prime }\subseteq M such that G[S] is connected and contains exactly (with respect to multiplicity) the colors in M^{\prime }. List-Colored Graph Motif has applications in the analysis of biological networks. We study List-Colored Graph Motif with respect to three different parameterizations. For the parameters motif size \vert M\vert and solution size \vert S\vert, we present fixed-parameter algorithms, whereas for the parameter \vert V\vert -\vert M\vert, we show W[1]-hardness for general instances and achieve fixed-parameter tractability for a special case of List-Colored Graph Motif. We implemented the fixed-parameter algorithms for parameters \vert M\vert and \vert S\vert, developed further speed-up heuristics for these algorithms, and applied them in the context of querying protein-interaction networks, demonstrating their usefulness for realistic instances. Furthermore, we show that extending the request for motif connectedness to stronger demands, such as biconnectedness or bridge-connectedness leads to W[1]-hard problems when the parameter is the motif size \vert M\vert

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    • (2021)Approximating 4-cliques in streaming graphsProceedings of the 2021 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining10.1145/3487351.3489471(540-544)Online publication date: 8-Nov-2021
    • (2020)The Power of Pivoting for Exact Clique CountingProceedings of the 13th International Conference on Web Search and Data Mining10.1145/3336191.3371839(268-276)Online publication date: 20-Jan-2020
    • (2019)Improved Parameterized Algorithms for Network Query ProblemsAlgorithmica10.1007/s00453-018-00535-881:6(2270-2316)Online publication date: 1-Jun-2019
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    Published In

    cover image IEEE/ACM Transactions on Computational Biology and Bioinformatics
    IEEE/ACM Transactions on Computational Biology and Bioinformatics  Volume 8, Issue 5
    September 2011
    285 pages

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    IEEE Computer Society Press

    Washington, DC, United States

    Publication History

    Published: 01 September 2011
    Published in TCBB Volume 8, Issue 5

    Author Tags

    1. Parameterized complexity
    2. color-coding
    3. list-colored graphs
    4. pattern matching in graphs
    5. protein-interaction networks.

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    • (2021)Approximating 4-cliques in streaming graphsProceedings of the 2021 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining10.1145/3487351.3489471(540-544)Online publication date: 8-Nov-2021
    • (2020)The Power of Pivoting for Exact Clique CountingProceedings of the 13th International Conference on Web Search and Data Mining10.1145/3336191.3371839(268-276)Online publication date: 20-Jan-2020
    • (2019)Improved Parameterized Algorithms for Network Query ProblemsAlgorithmica10.1007/s00453-018-00535-881:6(2270-2316)Online publication date: 1-Jun-2019
    • (2017)A Fast and Provable Method for Estimating Clique Counts Using Turán's TheoremProceedings of the 26th International Conference on World Wide Web10.1145/3038912.3052636(441-449)Online publication date: 3-Apr-2017
    • (2017)ESCAPEProceedings of the 26th International Conference on World Wide Web10.1145/3038912.3052597(1431-1440)Online publication date: 3-Apr-2017
    • (2017)Exact exponential algorithms to find tropical connected sets of minimum sizeTheoretical Computer Science10.1016/j.tcs.2017.03.003676:C(33-41)Online publication date: 9-May-2017
    • (2017)The Graph Motif problem parameterized by the structure of the input graphDiscrete Applied Mathematics10.1016/j.dam.2016.11.016231:C(78-94)Online publication date: 20-Nov-2017
    • (2016)Parameterized algorithms for the Module Motif problemInformation and Computation10.1016/j.ic.2016.08.005251:C(179-193)Online publication date: 1-Dec-2016
    • (2016)Deterministic parameterized algorithms for the Graph Motif problemDiscrete Applied Mathematics10.1016/j.dam.2016.04.026213:C(162-178)Online publication date: 20-Nov-2016
    • (2016)The challenges of unbounded treewidth in parameterised subgraph counting problemsDiscrete Applied Mathematics10.1016/j.dam.2015.06.019198:C(170-194)Online publication date: 10-Jan-2016
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