Zhengbing Hu, Yevgeniy V. Bodyanskiy, O. Tyshchenko
{"title":"A cascade deep neuro-fuzzy system for high-dimensional online possibilistic fuzzy clustering","authors":"Zhengbing Hu, Yevgeniy V. Bodyanskiy, O. Tyshchenko","doi":"10.1109/STC-CSIT.2016.7589884","DOIUrl":null,"url":null,"abstract":"A cascade deep learning system (based on neuro-fuzzy nodes) and its online learning procedure are proposed in this paper. The system is based on nodes of a special type. A goal function of a special type is used for possibilistic high-dimensional fuzzy clustering. To estimate a clustering quality of data processing, an optimal value of a cluster validity index is used.","PeriodicalId":433594,"journal":{"name":"2016 XIth International Scientific and Technical Conference Computer Sciences and Information Technologies (CSIT)","volume":"322 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2016-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"20","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2016 XIth International Scientific and Technical Conference Computer Sciences and Information Technologies (CSIT)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/STC-CSIT.2016.7589884","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 20
Abstract
A cascade deep learning system (based on neuro-fuzzy nodes) and its online learning procedure are proposed in this paper. The system is based on nodes of a special type. A goal function of a special type is used for possibilistic high-dimensional fuzzy clustering. To estimate a clustering quality of data processing, an optimal value of a cluster validity index is used.