A comprehensive comparison between real population based tournament selection and virtual population based tournament selection
Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review
Author(s)
Related Research Unit(s)
Detail(s)
| Original language | English |
|---|---|
| Title of host publication | 2007 IEEE Congress on Evolutionary Computation, CEC 2007 |
| Pages | 445-452 |
| Publication status | Published - 2007 |
Conference
| Title | 2007 IEEE Congress on Evolutionary Computation, CEC 2007 |
|---|---|
| Place | Singapore |
| Period | 25 - 28 September 2007 |
Link(s)
Abstract
This paper gives a comprehensive comparison between real population based tournament selection and virtual population based tournament selection both in theory and in experiment. We claim that virtual population based EDA is able to obtain a comparative or even better solution when compared with the one captured by real population based EDA. EDA using virtual population based tournament selection does not store the whole population in the memory. Therefore, less memory is required when compared with the one using real population based tournament selection. Another advantage of EDA using virtual population based tournament selection is higher selection intensity can be achieved, therefore less fitness evaluations are needed to converge. © 2007 IEEE.
Citation Format(s)
A comprehensive comparison between real population based tournament selection and virtual population based tournament selection. / Hong, Yi; Kwong, Sam; Ren, Qingsheng et al.
2007 IEEE Congress on Evolutionary Computation, CEC 2007. 2007. p. 445-452 4424505.
2007 IEEE Congress on Evolutionary Computation, CEC 2007. 2007. p. 445-452 4424505.
Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review
