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• W3083127144 abstract "A hyper-heuristic is an optimization approach that continually selects the most appropriate heuristic(s) to apply to an optimization problem. Hyper-heuristics conduct a search in the space of heuristics, or heuristic space, for the most suitable heuristic to apply to candidate solutions in problem space. Traditionally, hyper-heuristics manage relatively simple low-level heuristics, which are often based on human domain intuition. Increasingly, hyper-heuristics are being used in conjunction with population-based meta-heuristics as the low-level heuristics. A heuristic space diversity measure helps practitioners understand the behavior of hyper-heuristics that manage population-based heuristics. This paper discusses existing measures to quantity heuristic space diversity, highlights shortcomings of these existing measures, and proposes a new heuristic space diversity entropy-based measure. Spatial and temporal volatility measures that characterize entity-to-heuristic assignments are also proposed." @default.
• W3083127144 created "2020-09-11" @default.
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• W3083127144 date "2020-07-01" @default.
• W3083127144 modified "2023-09-26" @default.
• W3083127144 title "Heuristic Space Diversity Measures for Population-based Hyper-heuristics" @default.
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• W3083127144 doi "https://doi.org/10.1109/cec48606.2020.9185719" @default.
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