通过多粒化属性进行形式概念分析

Zhicai Liu, Bo Li, Zheng Pei, K. Qin
{"title":"通过多粒化属性进行形式概念分析","authors":"Zhicai Liu, Bo Li, Zheng Pei, K. Qin","doi":"10.1109/ISKE.2017.8258818","DOIUrl":null,"url":null,"abstract":"The study of concept lattices, property oriented concept lattices and object oriented concept lattices provides complementary conceptual structures, which can be used to search, analyze and extract information from large data sets. In the view of multi-granular computing, this paper proposes a novel approach for formal concept analysis via multi-granulation attributes. Based on a formal context and an equivalence relation on its attribute set, we construct a multi­granulation formal context. The related attribute oriented concept lattices are investigated. Some important properties are examined. We also provide methods to generate attribute oriented concept lattices associated with a multi-granulation formal context. This study can be used to analyze concepts and sub-concepts on attributes, to mine multi-level association rules and cross-level association rules originated from practice application, such as in our real-life market basket analysis.","PeriodicalId":208009,"journal":{"name":"2017 12th International Conference on Intelligent Systems and Knowledge Engineering (ISKE)","volume":"43 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2017-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"2","resultStr":"{\"title\":\"Formal concept analysis via multi-granulation attributes\",\"authors\":\"Zhicai Liu, Bo Li, Zheng Pei, K. Qin\",\"doi\":\"10.1109/ISKE.2017.8258818\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"The study of concept lattices, property oriented concept lattices and object oriented concept lattices provides complementary conceptual structures, which can be used to search, analyze and extract information from large data sets. In the view of multi-granular computing, this paper proposes a novel approach for formal concept analysis via multi-granulation attributes. Based on a formal context and an equivalence relation on its attribute set, we construct a multi­granulation formal context. The related attribute oriented concept lattices are investigated. Some important properties are examined. We also provide methods to generate attribute oriented concept lattices associated with a multi-granulation formal context. This study can be used to analyze concepts and sub-concepts on attributes, to mine multi-level association rules and cross-level association rules originated from practice application, such as in our real-life market basket analysis.\",\"PeriodicalId\":208009,\"journal\":{\"name\":\"2017 12th International Conference on Intelligent Systems and Knowledge Engineering (ISKE)\",\"volume\":\"43 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2017-11-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"2\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2017 12th International Conference on Intelligent Systems and Knowledge Engineering (ISKE)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/ISKE.2017.8258818\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2017 12th International Conference on Intelligent Systems and Knowledge Engineering (ISKE)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ISKE.2017.8258818","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

概念格、面向属性的概念格和面向对象的概念格的研究提供了互补的概念结构,可用于从大型数据集中搜索、分析和提取信息。从多颗粒计算的角度出发,提出了一种利用多颗粒属性进行形式概念分析的新方法。基于形式上下文及其属性集上的等价关系,构造了一个多粒形式上下文。研究了相关的面向属性的概念格。研究了一些重要的性质。我们还提供了生成与多粒形式上下文相关的面向属性的概念格的方法。本研究可以用于分析属性上的概念和子概念,挖掘来自于实际应用的多级关联规则和跨层关联规则,例如我们现实生活中的市场购物篮分析。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
Formal concept analysis via multi-granulation attributes
The study of concept lattices, property oriented concept lattices and object oriented concept lattices provides complementary conceptual structures, which can be used to search, analyze and extract information from large data sets. In the view of multi-granular computing, this paper proposes a novel approach for formal concept analysis via multi-granulation attributes. Based on a formal context and an equivalence relation on its attribute set, we construct a multi­granulation formal context. The related attribute oriented concept lattices are investigated. Some important properties are examined. We also provide methods to generate attribute oriented concept lattices associated with a multi-granulation formal context. This study can be used to analyze concepts and sub-concepts on attributes, to mine multi-level association rules and cross-level association rules originated from practice application, such as in our real-life market basket analysis.
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
期刊最新文献
An interval-valued fuzzy soft set based triple I method Knowledge-based innovative methods for collaborative quality control in equipment outsourcing chain SimWalk: Learning network latent representations with social relation similarity An evaluation of sustainable development in less developed areas of Western China A data forwarding algorithm based on estimated Hungarian method for underwater sensor networks
×
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
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 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 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1