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Transition Models as an incremental approach for problem solving in Evolutionary Algorithms
23 August 2007 - 1:54pm — Jano.van.Hemert
| Title | Transition Models as an incremental approach for problem solving in Evolutionary Algorithms |
| Publication Type | Conference Paper |
| Year of Publication | 2005 |
| Authors | Defaweux, A, Lenaerts, T, van Hemert, JI, Parent, J |
| Conference Name | Proceedings of the Genetic and Evolutionary Computation Conference |
| Publisher | {ACM} Press |
| Editor | Beyer, H-G, et al, |
| Keywords | constraint satisfaction; transition models |
| Abstract | This paper proposes an incremental approach for building solutions using evolutionary computation. It presents a simple evolutionary model called a Transition model. It lets building units of a solution interact and then uses an evolutionary process to merge these units toward a full solution for the problem at hand. The paper provides a preliminary study on the evolutionary dynamics of this model as well as an empirical comparison with other evolutionary techniques on binary constraint satisfaction. |
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