A heuristic algorithm using tree decompositions for the maximum happy vertices problem

August 31, 2022 Β· Declared Dead Β· πŸ› Journal of Heuristics

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Authors Louis Carpentier, Jorik Jooken, Jan Goedgebeur arXiv ID 2208.14921 Category cs.DS: Data Structures & Algorithms Cross-listed cs.DM Citations 3 Venue Journal of Heuristics Last Checked 4 months ago
Abstract
We propose a new methodology to develop heuristic algorithms using tree decompositions. Traditionally, such algorithms construct an optimal solution of the given problem instance through a dynamic programming approach. We modify this procedure by introducing a parameter $W$ that dictates the number of dynamic programming states to consider. We drop the exactness guarantee in favour of a shorter running time. However, if $W$ is large enough such that all valid states are considered, our heuristic algorithm proves optimality of the constructed solution. In particular, we implement a heuristic algorithm for the Maximum Happy Vertices problem using this approach. Our algorithm more efficiently constructs optimal solutions compared to the exact algorithm for graphs of bounded treewidth. Furthermore, our algorithm constructs higher quality solutions than state-of-the-art heuristic algorithms Greedy-MHV and Growth-MHV for instances of which at least 40\% of the vertices are initially coloured, at the cost of a larger running time.
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