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• W2682651422 abstract "Overlapping coalition formation (OCF), which provides a natural framework for modeling scenarios where each agent can join and allocate their resources to several completely different coalitions at the same time, has become a very active topic in multiagent systems. For OCF in resource-constrained and subadditive task oriented domains, an agent may not possess sufficient resources to meet the needs of multiple coalitions simultaneously. As a result, there may exist many potential resource conflicts among the rival overlapping coalitions. To tackle such situations, we first present a natural variation of the traditional OCF model and analyze the size of the solution space and the computational complexity of the overlapping coalition structure generation (OCSG) problem. Next, we develop a generic task-oriented heuristic (TOH) for individual repairs that can be used in binary meta-heuristic algorithms to generate overlapping coalitions in a parallel manner. Moreover, we show how the proposed TOH repairs a 2-D individual to resolve resource conflicts and discuss several basic properties. Finally, to evaluate the effectiveness of TOH, we compare it with the existing agent-oriented heuristic for the OCSG problem. The empirical results demonstrate that TOH is of high efficiency and effectiveness in harsh environments with fierce competition over scarce resources." @default.
• W2682651422 created "2017-06-30" @default.
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• W2682651422 date "2020-03-01" @default.
• W2682651422 modified "2023-10-17" @default.
• W2682651422 title "A Task-Oriented Heuristic for Repairing Infeasible Solutions to Overlapping Coalition Structure Generation" @default.
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• W2682651422 doi "https://doi.org/10.1109/tsmc.2017.2712624" @default.
• W2682651422 hasPublicationYear "2020" @default.
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