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Case-based selection of initialisation heuristics for metaheuristic examination timetabling

Authors :
Moshe Dror
Sanja Petrovic
Yong Yang
Source :
Expert Systems with Applications. 33:772-785
Publication Year :
2007
Publisher :
Elsevier BV, 2007.

Abstract

Examination timetabling problems are often solved by a two-phase procedure combining a sequential construction heuristic with a metaheuristic improvement search. There can be many combinations of pairing candidate construction heuristics with a metaheuristic. Different pairings are known to produce solutions of varying quality. In this paper we propose a Case Based Reasoning methodology for selecting the pairing of an appropriate sequential construction heuristic with the Great Deluge metaheuristic. We have thoroughly tested our solution approach by using extensive computational experiments in the domain of examination timetabling, and obtained the best results on a number of benchmark problems. In this research we have addressed the research issues of the representation of timetabling problems, similarity measures for timetabling problems, and the retrieval process.

Details

ISSN :
09574174
Volume :
33
Database :
OpenAIRE
Journal :
Expert Systems with Applications
Accession number :
edsair.doi...........c4162909f8215344d4daf76842cc7947
Full Text :
https://doi.org/10.1016/j.eswa.2006.06.017