Hyper-heuristics with a dynamic heuristic set for the home care scheduling problem
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Misir, M; Verbeeck, K; De Causmaecker, P; Berghe, GV
Published in: 2010 IEEE World Congress on Computational Intelligence, WCCI 2010 - 2010 IEEE Congress on Evolutionary Computation, CEC 2010
December 1, 2010
A hyper-heuristic performs search over a set of other search mechanisms. During the search, it does not require any problem-dependent data. This structure makes hyper-heuristics problem-independent indirect search mechanisms. In this study, we propose a learning strategy to explore elite heuristic subsets for different phases of a search. For that purpose, we apply a number of hyper-heuristics with the proposed approach to a set of home care scheduling problem instances. The results show that the learning strategy increases the performance of the different hyper-heuristics by excluding some heuristics from the heuristic set over the tested problem instances. © 2010 IEEE.
Duke Scholars
Published In
2010 IEEE World Congress on Computational Intelligence, WCCI 2010 - 2010 IEEE Congress on Evolutionary Computation, CEC 2010
DOI
ISBN
9781424469109
Publication Date
December 1, 2010
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Misir, M., Verbeeck, K., De Causmaecker, P., & Berghe, G. V. (2010). Hyper-heuristics with a dynamic heuristic set for the home care scheduling problem. In 2010 IEEE World Congress on Computational Intelligence, WCCI 2010 - 2010 IEEE Congress on Evolutionary Computation, CEC 2010. https://doi.org/10.1109/CEC.2010.5586348
Misir, M., K. Verbeeck, P. De Causmaecker, and G. V. Berghe. “Hyper-heuristics with a dynamic heuristic set for the home care scheduling problem.” In 2010 IEEE World Congress on Computational Intelligence, WCCI 2010 - 2010 IEEE Congress on Evolutionary Computation, CEC 2010, 2010. https://doi.org/10.1109/CEC.2010.5586348.
Misir M, Verbeeck K, De Causmaecker P, Berghe GV. Hyper-heuristics with a dynamic heuristic set for the home care scheduling problem. In: 2010 IEEE World Congress on Computational Intelligence, WCCI 2010 - 2010 IEEE Congress on Evolutionary Computation, CEC 2010. 2010.
Misir, M., et al. “Hyper-heuristics with a dynamic heuristic set for the home care scheduling problem.” 2010 IEEE World Congress on Computational Intelligence, WCCI 2010 - 2010 IEEE Congress on Evolutionary Computation, CEC 2010, 2010. Scopus, doi:10.1109/CEC.2010.5586348.
Misir M, Verbeeck K, De Causmaecker P, Berghe GV. Hyper-heuristics with a dynamic heuristic set for the home care scheduling problem. 2010 IEEE World Congress on Computational Intelligence, WCCI 2010 - 2010 IEEE Congress on Evolutionary Computation, CEC 2010. 2010.
Published In
2010 IEEE World Congress on Computational Intelligence, WCCI 2010 - 2010 IEEE Congress on Evolutionary Computation, CEC 2010
DOI
ISBN
9781424469109
Publication Date
December 1, 2010