Proceedings of the 2015 Annual Conference on Genetic and Evolutionary Computation 2015
DOI: 10.1145/2739480.2754729
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Injection, Saturation and Feedback in Meta-Heuristic Interactions

Abstract: Meta-heuristics have proven to be an efficient method of handling difficult global optimization tasks. A recent trend in evolutionary computation is the use of several meta-heuristics at the same time, allowing for occasional information exchange among them in hope to take advantage from the best algorithmic properties of all. Such an approach is inherently parallel and, with some restrictions, has a straight forward implementation in a heterogeneous island model. We propose a methodology for characterizing th… Show more

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Cited by 3 publications
(3 citation statements)
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“…Through diversity maintenance across the different islands the exploration is promoted while focusing on a specific region of search space, the islands promote exploitation [55]. The dynamics of exploration and exploitation have been empirically demonstrated further in [168].…”
Section: Island Modelsmentioning
confidence: 92%
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“…Through diversity maintenance across the different islands the exploration is promoted while focusing on a specific region of search space, the islands promote exploitation [55]. The dynamics of exploration and exploitation have been empirically demonstrated further in [168].…”
Section: Island Modelsmentioning
confidence: 92%
“…Therefore, extending the active sampling methods to multi-objective DJSS problems is hard because active sampling framework requires exploration, which in turn will need frequent and expensive evaluation of Pareto fronts. Moreover, island models have the inherent ability of tackling exploration versus exploitation dilemma [168].…”
Section: Research Goalsmentioning
confidence: 99%
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