基于FCA的重描述数据集非冗余规则挖掘

Yuanyuan Wei, Min Wei
{"title":"基于FCA的重描述数据集非冗余规则挖掘","authors":"Yuanyuan Wei, Min Wei","doi":"10.1109/CYBERC.2010.14","DOIUrl":null,"url":null,"abstract":"The notions and algorithms of generating basis for exactness rules and the proper basis for conditional rules of redescription database are presented using closure operator of Galois connection based on the operations of formal concept analysis (FCA). It is demonstrated that constructed rules of redescription database are minimal non-redundant. At the same time, a new algorithm, i.e. non-redundant rules method (NRRM), is employed to discover minimal non-redundant exactness, and the conditional rules are addressed. In addition, part numerical computation program and detailed resolution of NRRM algorithm are presented to verify the proposed theorem. It is found that the theorem has good application to practical cases.","PeriodicalId":315132,"journal":{"name":"2010 International Conference on Cyber-Enabled Distributed Computing and Knowledge Discovery","volume":"47 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2010-10-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"2","resultStr":"{\"title\":\"Mining Non-redundant Rules for Redescription Datasets Based on FCA\",\"authors\":\"Yuanyuan Wei, Min Wei\",\"doi\":\"10.1109/CYBERC.2010.14\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"The notions and algorithms of generating basis for exactness rules and the proper basis for conditional rules of redescription database are presented using closure operator of Galois connection based on the operations of formal concept analysis (FCA). It is demonstrated that constructed rules of redescription database are minimal non-redundant. At the same time, a new algorithm, i.e. non-redundant rules method (NRRM), is employed to discover minimal non-redundant exactness, and the conditional rules are addressed. In addition, part numerical computation program and detailed resolution of NRRM algorithm are presented to verify the proposed theorem. It is found that the theorem has good application to practical cases.\",\"PeriodicalId\":315132,\"journal\":{\"name\":\"2010 International Conference on Cyber-Enabled Distributed Computing and Knowledge Discovery\",\"volume\":\"47 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2010-10-10\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"2\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2010 International Conference on Cyber-Enabled Distributed Computing and Knowledge Discovery\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/CYBERC.2010.14\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2010 International Conference on Cyber-Enabled Distributed Computing and Knowledge Discovery","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/CYBERC.2010.14","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 2

摘要

在形式概念分析(FCA)操作的基础上,利用伽罗瓦连接的闭包算子,提出了重描述数据库的精确规则基生成和条件规则适当基生成的概念和算法。结果表明,所构建的重描述数据库规则具有最小的非冗余性。同时,提出了一种新的算法,即非冗余规则法(NRRM)来发现最小的非冗余准确性,并对条件规则进行了处理。此外,还给出了部分数值计算程序和NRRM算法的详细解析,以验证所提出的定理。结果表明,该定理具有较好的实际应用价值。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Mining Non-redundant Rules for Redescription Datasets Based on FCA
The notions and algorithms of generating basis for exactness rules and the proper basis for conditional rules of redescription database are presented using closure operator of Galois connection based on the operations of formal concept analysis (FCA). It is demonstrated that constructed rules of redescription database are minimal non-redundant. At the same time, a new algorithm, i.e. non-redundant rules method (NRRM), is employed to discover minimal non-redundant exactness, and the conditional rules are addressed. In addition, part numerical computation program and detailed resolution of NRRM algorithm are presented to verify the proposed theorem. It is found that the theorem has good application to practical cases.
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
自引率
0.00%
发文量
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术官方微信