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| Content Provider | IEEE Xplore Digital Library |
|---|---|
| Author | Malik, A.M.A. Othman, A.K. Ayob, M. Hamdan, A.R. |
| Copyright Year | 2011 |
| Description | Author affiliation: Data Mining and Optimisation Research Group, Center of Artificial Intelligence (CAIT), Faculty of Information Science & Technology, Universiti Kebangsaan Malaysia, 43600 Bangi, Selangor, Malaysia (Ayob, M.; Hamdan, A.R.) || Faculty of Office Management & Technology, Universiti Teknologi MARA, Puncak Alam Campus, 43200 Bandar Puncak Alam, Selangor, Malaysia (Malik, A.M.A.; Othman, A.K.) |
| Abstract | In this research, we introduce a hybrid integrated two-stage multi-neighbourhood tabu search, ITMTS, with EMCQ method in solving an examination timetabling problem. Two search mechanisms of this method, vertical neighbourhood search and horizontal neighbourhood search, will work alternately in different stages with several neighbourhood options. This procedure is based on the enhanced ITMTS with stratified random sampling technique (to represent selected exams to be evaluated) where EMCQ technique is used in the horizontal neighbourhood stage as a diversification search mechanism. We test and evaluate this technique with the uncapacitated Carter's benchmark datasets by using the standard Carter's proximity cost. The results of this technique are comparable with other approaches that have been reported in the literature and have shown that this technique has a potential to be further enhanced. |
| Starting Page | 232 |
| Ending Page | 236 |
| File Size | 636950 |
| Page Count | 5 |
| File Format | |
| ISBN | 9781612842110 |
| ISSN | 21556946 |
| e-ISBN | 9781612842127 |
| DOI | 10.1109/DMO.2011.5976533 |
| Language | English |
| Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Publisher Date | 2011-06-28 |
| Publisher Place | Malaysia |
| Access Restriction | Subscribed |
| Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Subject Keyword | Monte Carlo methods Radiation detectors Search problems Cost function Multi-neighbourhood structures Meta-heuristic Data mining Enhanced monte carlo with counter Iterated two-stage tabu search |
| Content Type | Text |
| Resource Type | Article |
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