{"title":"基于最优质心的可操作三维子空间聚类","authors":"V. Atchaya, R. Vanitha","doi":"10.1109/ICICES.2014.7033862","DOIUrl":null,"url":null,"abstract":"An efficient Optimal Centroid-based Actionable 3D Subspace Clustering from continuous valued 3D data which is suitable for real world problems like discovery of profitable stocks, biologically significant protein residues etc. lt achieves actionability(ability to suggest profitable or beneficial actions to users), incorporation of domain knowledge which allows users to choose the preferred utility function, parameter insensitivity and excellent performance through a set of centroids generetaed by Single Pass Seed Selection and by the combination of singular value decomposition, numerical optimization and 3D closed frequent item set mining.","PeriodicalId":13713,"journal":{"name":"International Conference on Information Communication and Embedded Systems (ICICES2014)","volume":"15 1","pages":"1-5"},"PeriodicalIF":0.0000,"publicationDate":"2014-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":"{\"title\":\"An Optimal centroid based actionable 3D subspace clustering\",\"authors\":\"V. Atchaya, R. Vanitha\",\"doi\":\"10.1109/ICICES.2014.7033862\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"An efficient Optimal Centroid-based Actionable 3D Subspace Clustering from continuous valued 3D data which is suitable for real world problems like discovery of profitable stocks, biologically significant protein residues etc. lt achieves actionability(ability to suggest profitable or beneficial actions to users), incorporation of domain knowledge which allows users to choose the preferred utility function, parameter insensitivity and excellent performance through a set of centroids generetaed by Single Pass Seed Selection and by the combination of singular value decomposition, numerical optimization and 3D closed frequent item set mining.\",\"PeriodicalId\":13713,\"journal\":{\"name\":\"International Conference on Information Communication and Embedded Systems (ICICES2014)\",\"volume\":\"15 1\",\"pages\":\"1-5\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2014-02-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"1\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"International Conference on Information Communication and Embedded Systems (ICICES2014)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/ICICES.2014.7033862\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"International Conference on Information Communication and Embedded Systems (ICICES2014)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICICES.2014.7033862","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
An Optimal centroid based actionable 3D subspace clustering
An efficient Optimal Centroid-based Actionable 3D Subspace Clustering from continuous valued 3D data which is suitable for real world problems like discovery of profitable stocks, biologically significant protein residues etc. lt achieves actionability(ability to suggest profitable or beneficial actions to users), incorporation of domain knowledge which allows users to choose the preferred utility function, parameter insensitivity and excellent performance through a set of centroids generetaed by Single Pass Seed Selection and by the combination of singular value decomposition, numerical optimization and 3D closed frequent item set mining.