Lewis, Rhydian M R and Paechter, Ben (2007) Finding feasible timetables using group-based operators. IEEE Transactions on Evolutionary Computation, 11 (3). pp. 397-413. ISSN 1089 778X
Full text not available from this repository. (Request a copy)Abstract/Description
This paper describes the applicability of the so-called "grouping genetic algorithm" to a well-known version of the university course timetabling problem. We note that there are, in fact, various scaling up issues surrounding this sort of algorithm and, in particular, see that it behaves in quite different ways with different sized problem instances. As a by-product of these investigations, we introduce a method for measuring population diversities and distances between individuals with the grouping representation. We also look at how such an algorithm might be improved: first, through the introduction of a number of different fitness functions and, second, through the use of an additional stochastic local-search operator (making in effect a grouping memetic algorithm). In many cases, we notice that the best results are actually returned when the grouping genetic operators are removed altogether, thus highlighting many of the issues that are raised in the study
| Item Type: | Article |
|---|---|
| Print ISSN: | 1089 778X |
| Uncontrolled Keywords: | Group theory; Grouping problems; Fitness functions; Genetic algorithms; Case study; Education; University course timetables; |
| University Divisions/Research Centres: | Faculty of Engineering, Computing and Creative Industries > School of Computing |
| Dewey Decimal Subjects: | 000 Computer science, information & general works > 000 Computer science, knowledge & systems > 006 Special Computer Methods 300 Social sciences > 370 Education 500 Science > 510 Mathematics > 511 General principles of mathematics |
| Library of Congress Subjects: | L Education > LB Theory and practice of education > LB2300 Higher Education Q Science > QA Mathematics Q Science > QA Mathematics > QA76 Computer software |
| Item ID: | 1749 |
| Depositing User: | RAE Import |
| Date Deposited: | 26 May 2008 15:04 |
| Last Modified: | 18 Feb 2013 14:18 |
| URI: | http://researchrepository.napier.ac.uk/id/eprint/1749 |
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