Analyzing the Interdependence Between Some Certain Gene Loci by Epistasis Measures in Fitness Landscapes of Schemata

在线阅读 下载PDF 导出详情
摘要 GA-hardnessandinterdependencebetweengenesinthechromosomeareimportantquestionsinthestudyofgeneticalgorithms(GA).Traditionalmethods,whichareusedtomeasuretheinteractionbetweengenes,canonlyreflecttheextentofepistasisbetweenallgenesinthechromosome.Therefore,thedefinitionofthefitnesslandscapeofschemataisproposedinthispaper,andepistasismeasuresonthislandscapeofschemataareusedtoanalyzethedegreeofinterdependencebetweensomecertaingenelociinstudy.Someinformationbetweenthesesitescanbereflectedbysomecharactersofthefitnesslandscapeofschematawhicharecomposedofthesefixedsites.Thestrongertheinteractionbetweenthesesites,thelargerthevariationofthefitnessofschematawhosefixedsitescorrespondtothosesitesinstudy,andthemoreruggedthefitnesslandscapeoftheseschemata.Accordingtothedegreeofinteractionbetweenthesegivengeneloci,buildingblocksofGAcanbeanalyzedanddetermined,andfurthergeneticoperatorsandthestructureofGAcanbedesignedandadjustedtoimprovetheperformanceofGA.Atlast,alotofexperimentsincludingNK-modelsaredone,andresultsofempiricalanalysisshowthatthismethodiseffective.
机构地区 不详
出版日期 2003年01月11日(中国期刊网平台首次上网日期,不代表论文的发表时间)
  • 相关文献