DocumentCode :
2060934
Title :
Stratified random sampling technique for integrated two-stage multi-neighbourhood tabu search for examination timetabling problem
Author :
Malik, Ariff Md Ab ; Ayob, Masri ; Hamdan, Abdul Razak
Author_Institution :
Fac. of Office Manage. & Technol., Univ. Teknol. MARA, Puncak Alam, Malaysia
fYear :
2010
fDate :
Nov. 29 2010-Dec. 1 2010
Firstpage :
1326
Lastpage :
1331
Abstract :
In this research, we introduce a stratified random sampling technique that guides the selection mechanism to select the events (exams) for the integrated two-stage multi-neighbourhood tabu search (ITMTS) in solving examination timetabling problem. This technique is used during the timetable improvement phase especially when dealing with the exhaustive search mechanism in order to reduce the possibilities of extensive neighbors evaluation in finding good neighbours, without scarifying (too much) on the performance of the ITMTS. The selection mechanism only selects a set of exams (that represents a whole exam population) for every exhaustive evaluation of ITMTS. Therefore, this strategy can speed up the searching process and might lead the ITMTS to search in more promising area. We test and evaluate this strategy on the uncapacitated Carter benchmark datasets by using the standard Carter´s proximity cost. Our results are comparable with other approaches that have been reported in the literatures subject to the Carter´s benchmark datasets.
Keywords :
educational administrative data processing; random processes; sampling methods; search problems; ITMTS; examination timetabling problem; integrated two-stage multineighbourhood tabu search; standard Carter proximity cost; stratified random sampling technique; uncapacitated Carter benchmark dataset; iterated two-stage tabu search; meta-heuristic; multi-neighbourhood structures; stratified random sampling selection;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Intelligent Systems Design and Applications (ISDA), 2010 10th International Conference on
Conference_Location :
Cairo
Print_ISBN :
978-1-4244-8134-7
Type :
conf
DOI :
10.1109/ISDA.2010.5687093
Filename :
5687093
Link To Document :
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