{"title":"Dynamic and evolving fuzzy concept lattices","authors":"Trevor P. Martin","doi":"10.1109/EAIS.2013.6604101","DOIUrl":null,"url":null,"abstract":"Fuzzy formal concept analysis enables us to add structure to data by identifying coherent groups of related objects and attributes. In a situation where data is added dynamically, the concept lattice may evolve in different ways - either in content (more objects added to existing concepts) or in structure (entirely new concepts are created). This change can be monitored and quantified by means of a recently defined distance metric. In this paper, we present a new and more efficient algorithm for calculating the fuzzy distance between concept lattices, and illustrate the evolution of concept lattices by simple examples.","PeriodicalId":289995,"journal":{"name":"2013 IEEE Conference on Evolving and Adaptive Intelligent Systems (EAIS)","volume":"100 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2013-04-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"2","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2013 IEEE Conference on Evolving and Adaptive Intelligent Systems (EAIS)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/EAIS.2013.6604101","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 2
Abstract
Fuzzy formal concept analysis enables us to add structure to data by identifying coherent groups of related objects and attributes. In a situation where data is added dynamically, the concept lattice may evolve in different ways - either in content (more objects added to existing concepts) or in structure (entirely new concepts are created). This change can be monitored and quantified by means of a recently defined distance metric. In this paper, we present a new and more efficient algorithm for calculating the fuzzy distance between concept lattices, and illustrate the evolution of concept lattices by simple examples.