{"title":"树相邻语法引导遗传规划中插入和删除操作符作用的研究","authors":"N. X. Hoai, Robert Ian Mc Kay","doi":"10.1109/CEC.2004.1330894","DOIUrl":null,"url":null,"abstract":"We investigate the roles of insertion and deletion as mutation operators and local search operators in a tree adjoining grammar guided genetic programming (TAG3P) system (Nguyen Xuan Hoai et al., 2003). The results show that, on three standard problems, these operators work better as mutation operators than the more standard sub-tree mutation originally used in (Nguyen Xuan Hoai et al., 2003, 2004). Moreover, for some problems, insertion and deletion can act effectively as local search operators, allowing TAG3P to solve problems with very small population sizes.","PeriodicalId":152088,"journal":{"name":"Proceedings of the 2004 Congress on Evolutionary Computation (IEEE Cat. No.04TH8753)","volume":"38 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2004-06-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"5","resultStr":"{\"title\":\"An investigation on the roles of insertion and deletion operators in tree adjoining grammar guided genetic programming\",\"authors\":\"N. X. Hoai, Robert Ian Mc Kay\",\"doi\":\"10.1109/CEC.2004.1330894\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"We investigate the roles of insertion and deletion as mutation operators and local search operators in a tree adjoining grammar guided genetic programming (TAG3P) system (Nguyen Xuan Hoai et al., 2003). The results show that, on three standard problems, these operators work better as mutation operators than the more standard sub-tree mutation originally used in (Nguyen Xuan Hoai et al., 2003, 2004). Moreover, for some problems, insertion and deletion can act effectively as local search operators, allowing TAG3P to solve problems with very small population sizes.\",\"PeriodicalId\":152088,\"journal\":{\"name\":\"Proceedings of the 2004 Congress on Evolutionary Computation (IEEE Cat. No.04TH8753)\",\"volume\":\"38 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2004-06-19\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"5\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Proceedings of the 2004 Congress on Evolutionary Computation (IEEE Cat. No.04TH8753)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/CEC.2004.1330894\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Proceedings of the 2004 Congress on Evolutionary Computation (IEEE Cat. No.04TH8753)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/CEC.2004.1330894","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 5
摘要
我们研究了插入和删除在树相邻语法引导遗传规划(TAG3P)系统中作为突变算子和局部搜索算子的作用(Nguyen Xuan Hoai et al., 2003)。结果表明,在三个标准问题上,这些算子作为突变算子比原先使用的更标准的子树突变更好(Nguyen Xuan Hoai et al., 2003,2004)。此外,对于某些问题,插入和删除可以有效地充当局部搜索算子,使TAG3P能够解决人口规模非常小的问题。
An investigation on the roles of insertion and deletion operators in tree adjoining grammar guided genetic programming
We investigate the roles of insertion and deletion as mutation operators and local search operators in a tree adjoining grammar guided genetic programming (TAG3P) system (Nguyen Xuan Hoai et al., 2003). The results show that, on three standard problems, these operators work better as mutation operators than the more standard sub-tree mutation originally used in (Nguyen Xuan Hoai et al., 2003, 2004). Moreover, for some problems, insertion and deletion can act effectively as local search operators, allowing TAG3P to solve problems with very small population sizes.