UM
Univariate Gaussian Model for Multimodal Inseparable Problems
Zhang, Geng; Li, Yangmin; Ding, Bingxiao; Li, Yun; Huang, DS; Bevilacqua, V; Premaratne, P; Gupta, P
2017
Conference NameINTELLIGENT COMPUTING THEORIES AND APPLICATION, ICIC 2017, PT I
Volume10361
Pages612-623
Publication PlaceGEWERBESTRASSE 11, CHAM, CH-6330, SWITZERLAND
PublisherSPRINGER INTERNATIONAL PUBLISHING AG
AbstractIt has been widely perceived that a univariate Gaussian model for evolutionary search can be used to solve separable problems only. This paper explores whether and how the univariate Gaussian model may also be used to solve inseparable problems. The analysis is followed up with experimental tests. The results show that the univariate Gaussian model stipulates no inclination towards separable problems. Further, it is revealed that the model is not only an efficient but also an effective method for solving multimodal inseparable problems. To verify its relative convergence speed, a restart strategy is applied to a univariate Gaussian model (the univariate marginal distribution algorithm) on inseparable problems. The results confirm that the univariate Gaussian model outperforms the five peer algorithms studied in this paper.
KeywordUnivariate model Inseparable problem Random sampling Evolutionary computation
DOI10.1007/978-3-319-63309-1_54
URLView the original
Indexed ByCPCI
Language英语
WOS Research AreaComputer Science
WOS SubjectComputer Science, Artificial Intelligence
WOS IDWOS:000441208400054
The Source to ArticleWOS
Fulltext Access
Citation statistics
Document TypeConference paper
CollectionUniversity of Macau
Recommended Citation
GB/T 7714
Zhang, Geng,Li, Yangmin,Ding, Bingxiao,et al. Univariate Gaussian Model for Multimodal Inseparable Problems[C]. GEWERBESTRASSE 11, CHAM, CH-6330, SWITZERLAND:SPRINGER INTERNATIONAL PUBLISHING AG,2017:612-623.
Related Services
Recommend this item
Bookmark
Usage statistics
Export to Endnote
Google Scholar
Similar articles in Google Scholar
[Zhang, Geng]'s Articles
[Li, Yangmin]'s Articles
[Ding, Bingxiao]'s Articles
Baidu academic
Similar articles in Baidu academic
[Zhang, Geng]'s Articles
[Li, Yangmin]'s Articles
[Ding, Bingxiao]'s Articles
Bing Scholar
Similar articles in Bing Scholar
[Zhang, Geng]'s Articles
[Li, Yangmin]'s Articles
[Ding, Bingxiao]'s Articles
Terms of Use
No data!
Social Bookmark/Share
All comments (0)
No comment.
 

Items in the repository are protected by copyright, with all rights reserved, unless otherwise indicated.