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Mohd Salleh, Siti Khadijah, O'Donoghue, Diarmuid and Shibghatullah, Abdul Samad (2017) Magnitude of Difference (MDV) between Target vector and Trial vector in AncDE and Standard Differential Evolution. In: e-Proceeding of the 5th International Conference On Artificial Intelligence, Computer Science & Information Technology 2017. World Conference Resources, Kajang, Selangor, Malaysia, pp. 100-104. ISBN 978-967-0792-19-4
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Abstract
This paper describes an ancestral extension to the standard Differential Evolution algorithm called AncDE and attempts to explain why its ancestral cache helps improve performance. We compute the magnitude difference between the target vector and the trial vector for each generation for DE and AncDE. Results for 6problems are used in this study. Our findings indicate that ancestors can help overcome some of the local variation in solutions quality and improve solution quality by improving population diversity.
| Item Type: | Book Section |
|---|---|
| Additional Information: | This paper was presented at the 5th International Conference On Artificial Intelligence, Computer Science & Information Technology 2017, Bayview Beach Resort, Batu Ferringhi Beach, Pulau Pinang, Malaysia, 31 Jul - 1 Aug 2017 |
| Keywords: | Ancestor template; Differential Evolution; magnitude difference vector; |
| Academic Unit: | Faculty of Science and Engineering > Computer Science |
| Item ID: | 12054 |
| Depositing User: | Dr. Diarmuid O'Donoghue |
| Date Deposited: | 18 Dec 2019 16:27 |
| Publisher: | World Conference Resources |
| Refereed: | Yes |
| Related URLs: | |
| URI: | https://mural.maynoothuniversity.ie/id/eprint/12054 |
| Use Licence: | This item is available under a Creative Commons Attribution Non Commercial Share Alike Licence (CC BY-NC-SA). Details of this licence are available here |
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