ils-mwis
A hybrid iterated local search heuristic for the maximum weight independent set problem. This paper presents a hybrid iterated local search (ILS) algorithm for the maximum weight independent set (MWIS) problem, a generalization of the classical maximum independent set problem. Two efficient neighborhood structures are proposed and they are explored using the variable neighborhood descent procedure. Moreover, we devise a perturbation mechanism that dynamically adjusts the balance between intensification and diversification during the search. The proposed algorithm was tested on two well-known benchmarks (DIMACS-W and BHOSLIB-W) and the results obtained were compared with those found by state-of-the-art heuristics and exact methods. Our heuristic outperforms the best-known heuristic for the MWIS as well as the best heuristics for the maximum weight clique problem. The results also show that the hybrid ILS was capable of finding all known optimal solutions in milliseconds.
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References in zbMATH (referenced in 8 articles , 1 standard article )
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Sorted by year (- Melo, Rafael A.; Queiroz, Michell F.; Santos, Marcio C.: A matheuristic approach for the (b)-coloring problem using integer programming and a multi-start multi-greedy randomized metaheuristic (2021)
- Nogueira, Bruno; Tavares, Eduardo; Maciel, Paulo: Iterated local search with tabu search for the weighted vertex coloring problem (2021)
- Nogueira, Bruno; Pinheiro, Rian G. S.: A GPU based local search algorithm for the unweighted and weighted maximum (s)-plex problems (2020)
- Trejo-Sánchez, Joel Antonio; Fajardo-Delgado, Daniel; Gutierrez-Garcia, J. Octavio: A genetic algorithm for the maximum 2-packing set problem (2020)
- Cai, Shaowei; Li, Yuanjie; Hou, Wenying; Wang, Haoran: Towards faster local search for minimum weight vertex cover on massive graphs (2019)
- Nogueira, Bruno; Pinheiro, Rian G. S.: A CPU-GPU local search heuristic for the maximum weight clique problem on massive graphs (2018)
- Nogueira, Bruno; Pinheiro, Rian G. S.; Subramanian, Anand: A hybrid iterated local search heuristic for the maximum weight independent set problem (2018)
- Pinacho Davidson, Pedro; Blum, Christian; Lozano, Jose A.: The weighted independent domination problem: integer linear programming models and metaheuristic approaches (2018)