{"title":"Rule acquisition of three-way semi-concept lattices in formal decision context","authors":"Jie Zhao, Renxia Wan, Duoqian Miao, Boyang Zhang","doi":"10.1049/cit2.12248","DOIUrl":null,"url":null,"abstract":"<p>Three-way concept analysis is an important tool for information processing, and rule acquisition is one of the research hotspots of three-way concept analysis. However, compared with three-way concept lattices, three-way semi-concept lattices have three-way operators with weaker constraints, which can generate more concepts. In this article, the problem of rule acquisition for three-way semi-concept lattices is discussed in general. The authors construct the finer relation of three-way semi-concept lattices, and propose a method of rule acquisition for three-way semi-concept lattices. The authors also discuss the set of decision rules and the relationships of decision rules among object-induced three-way semi-concept lattices, object-induced three-way concept lattices, classical concept lattices and semi-concept lattices. Finally, examples are provided to illustrate the validity of our conclusions.</p>","PeriodicalId":46211,"journal":{"name":"CAAI Transactions on Intelligence Technology","volume":"9 2","pages":"333-347"},"PeriodicalIF":8.4000,"publicationDate":"2023-06-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1049/cit2.12248","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"CAAI Transactions on Intelligence Technology","FirstCategoryId":"94","ListUrlMain":"https://onlinelibrary.wiley.com/doi/10.1049/cit2.12248","RegionNum":2,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE","Score":null,"Total":0}
引用次数: 0
Abstract
Three-way concept analysis is an important tool for information processing, and rule acquisition is one of the research hotspots of three-way concept analysis. However, compared with three-way concept lattices, three-way semi-concept lattices have three-way operators with weaker constraints, which can generate more concepts. In this article, the problem of rule acquisition for three-way semi-concept lattices is discussed in general. The authors construct the finer relation of three-way semi-concept lattices, and propose a method of rule acquisition for three-way semi-concept lattices. The authors also discuss the set of decision rules and the relationships of decision rules among object-induced three-way semi-concept lattices, object-induced three-way concept lattices, classical concept lattices and semi-concept lattices. Finally, examples are provided to illustrate the validity of our conclusions.
期刊介绍:
CAAI Transactions on Intelligence Technology is a leading venue for original research on the theoretical and experimental aspects of artificial intelligence technology. We are a fully open access journal co-published by the Institution of Engineering and Technology (IET) and the Chinese Association for Artificial Intelligence (CAAI) providing research which is openly accessible to read and share worldwide.