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A fixed budget analysis of randomized search heuristics for the traveling salesperson problem
Proceedings of the 2014 Annual Conference on Genetic and Evolutionary Computation, 2014Randomized Search heuristics are frequently applied to NP-hard combinatorial optimization problems. The runtime analysis of randomized search heuristics has contributed tremendously to their theoretical understanding. Recently, randomized search heuristics have been examined regarding their achievable progress within a fixed time budget. We follow this
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Evolutionary Algorithms and Other Randomized Search Heuristics
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Benjamin Doerr, Carola Doerr
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Maximal age in randomized search heuristics with aging
Proceedings of the 11th Annual conference on Genetic and evolutionary computation, 2009The concept of aging has been introduced and applied in many different variants in many different randomized search heuristics. The most important parameter is the maximal age of search points. Considering static pure aging known from artificial immune systems in the context of simple evolutionary algorithms, it is demonstrated that the choice of this ...
Christian Horoba, T. Jansen, C. Zarges
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Concentrated Hitting Times of Randomized Search Heuristics with Variable Drift
International Symposium on Algorithms and Computation, 2014Drift analysis is one of the state-of-the-art techniques for the runtime analysis of randomized search heuristics (RSHs) such as evolutionary algorithms (EAs), simulated annealing etc. The vast majority of existing drift theorems yield bounds on the expected value of the hitting time for a target state, e.
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