{"title":"Cluster-dependent rotation-based feature selection for the RBF networks initialization","authors":"I. Czarnowski, P. Jędrzejowicz","doi":"10.1109/CYBConf.2015.7175911","DOIUrl":null,"url":null,"abstract":"The paper addresses the problem of the radial basis function network initialization with feature section carried-out independently for each hidden unit. In each case a unique subset of features is derived from respective clusters of instances using the rotation-based ensembles technique. The process of the RBFN design with cluster-dependent features, including initialization and training, is carried-out using the agent-based population learning algorithm. The approach is validated experimentally and the obtained results are compared with the results produced using other methods.","PeriodicalId":177233,"journal":{"name":"2015 IEEE 2nd International Conference on Cybernetics (CYBCONF)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2015-06-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"3","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2015 IEEE 2nd International Conference on Cybernetics (CYBCONF)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/CYBConf.2015.7175911","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 3
Abstract
The paper addresses the problem of the radial basis function network initialization with feature section carried-out independently for each hidden unit. In each case a unique subset of features is derived from respective clusters of instances using the rotation-based ensembles technique. The process of the RBFN design with cluster-dependent features, including initialization and training, is carried-out using the agent-based population learning algorithm. The approach is validated experimentally and the obtained results are compared with the results produced using other methods.