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Case-based selection of initialisation heuristics for metaheuristic examination timetabling
- 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.
- Subjects :
- Mathematical optimization
business.industry
Heuristic
General Engineering
Great Deluge algorithm
Machine learning
computer.software_genre
ComputingMethodologies_ARTIFICIALINTELLIGENCE
Computer Science Applications
Domain (software engineering)
Artificial Intelligence
Benchmark (computing)
Case-based reasoning
Artificial intelligence
Representation (mathematics)
Heuristics
business
Metaheuristic
computer
MathematicsofComputing_DISCRETEMATHEMATICS
Mathematics
Subjects
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