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Markov chain hyper-heuristic (MCHH)
Proceedings of the 13th annual conference on Genetic and evolutionary computation, 2011In this paper we present the Markov chain Hyper-heuristic (MCHH), a novel online selective hyper-heuristic which employs reinforcement learning and Markov chains to provide an adaptive heuristic selection method. Experiments are conducted to demonstrate the efficacy of the method and comparisons are made with standard heuristics, a random hyper ...
Kent McClymont, Edward C. Keedwell
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Hyper-heuristic Learning for Swarm Robots
2020This thesis develops a framework for automatic construction of complex swarm robot behaviours. It demonstrates the benefit of machine learning in assisting swarm robots in unknown and dynamic environments.
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HHFS: Hyper-heuristic feature selection
Intelligent Data Analysis, 2016Feature selection is an important machine learning field which can provide a key role for the challenging problem of classifying high-dimensional data. This problem is finding effective features among the set of all features in such that the final feature set can improve accuracy and reduce complexity.
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Hyper-heuristics and cross-domain optimization
Proceedings of the 14th annual conference companion on Genetic and evolutionary computation, 2012Hyper-heuristics comprise a set of approaches which are motivated (at least in part) by the goal of automating the design of heuristic methods to solve hard computational search problems. An underlying strategic research challenge is to develop more generally applicable search methodologies.
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Proceedings of the 2020 Genetic and Evolutionary Computation Conference Companion, 2017
Daniel R. Tauritz, John R. Woodward
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Daniel R. Tauritz, John R. Woodward
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A study of ant-based pheromone spaces for generation constructive hyper-heuristics
Swarm and Evolutionary Computation, 2022Emilio Singh, Nelishia Pillay
exaly
Selection hyper-heuristics for the multi and many-objective quadratic assignment problem
Computers and Operations Research, 2022Sandra M Venske +2 more
exaly
Evolutionary learning of selection hyper-heuristics for text classification
Applied Soft Computing Journal, 2023Jonathan Estrella-Ramirez +1 more
exaly
A methodology for determining an effective subset of heuristics in selection hyper-heuristics
European Journal of Operational Research, 2017Jorge A Soria-Alcaraz +2 more
exaly

