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Higher dimensional cost function for synthesis of evolutionary algorithm by means of symbolic regression

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dc.title Higher dimensional cost function for synthesis of evolutionary algorithm by means of symbolic regression en
dc.contributor.author Komínková Oplatková, Zuzana
dc.contributor.author Zelinka, Ivan
dc.relation.ispartof Proceedings - 2nd Asia International Conference on Modelling and Simulation, AMS 2008
dc.identifier.isbn 9780769531366
dc.date.issued 2008
dc.citation.spage 486
dc.citation.epage 491
dc.event.title 2nd Asia International Conference on Modelling and Simulation, AMS 2008
dc.event.location Kuala Lumpur
utb.event.state-en Malaysia
utb.event.state-cs Malajsie
dc.event.sdate 2008-05-13
dc.event.edate 2008-05-15
dc.type conferenceObject
dc.language.iso en
dc.identifier.doi 10.1109/AMS.2008.67
dc.relation.uri http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=4530524&tag=1
dc.description.abstract This contribution deals with a new idea of how to create evolutionary algorithms by means of symbolic regression and Analytic Programming. The motivation was not only to tune some existing algorithms to their better performance, but also to find a new robust evolutionary algorithm. In this study operators of Differential Evolution (DE), SelfOrganizing Migrating Algortithm (SOMA), Hill Climbing (HC) and Simulated Annealing (SA) were used during a process of Analytic Programming. The results showed that AP was able to find successful as well as the original DE or SOMA. The cost function includes not only success in unimodal and multimodal benchmark function but also rules concerned to cost function evaluations. Results were tested on 16 benchmark functions in 2D, 20 D and 100 dimensional versions, i.e. 192 test, each was 100 times repeated and each of 100 repetitions has around 200 000 cost function evaluations. The results are presented in tabelar and graphic form. © 2008 IEEE. en
utb.faculty Faculty of Applied Informatics
dc.identifier.uri http://hdl.handle.net/10563/1004954
utb.identifier.scopus 2-s2.0-50249136647
utb.source d-scopus
dc.date.accessioned 2015-06-04T12:56:16Z
dc.date.available 2015-06-04T12:56:16Z
utb.contributor.internalauthor Komínková Oplatková, Zuzana
utb.contributor.internalauthor Zelinka, Ivan
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