Lihua Zhang, Zhengjun Zhai, Miao Wang, Guoqing Wang
{"title":"CSRule:在资源有效性矩阵中高效挖掘封闭强关联规则","authors":"Lihua Zhang, Zhengjun Zhai, Miao Wang, Guoqing Wang","doi":"10.1109/BMEI.2013.6747023","DOIUrl":null,"url":null,"abstract":"Association rules which are used to mine resource failure, can reduce the number of wrong alarm resources to be replaced. In this paper, we proposed an efficient algorithm: CSRule, for mining closed strong association rules based on merging strategies. Firstly, it generates all pairs of association rules which only have two resources; secondly, all the closed strong association rules are mind using merging strategies. In order to improve the mining efficiency of the algorithm, CSRule algorithm adopts several pruning strategies to mine closed strong association rules without candidate maintenance. For the escape of low efficiency on secondary mining based on definition, CSRule algorithm can mine closed strong association rules at one time. The experimental results show our algorithm is more efficient than traditional algorithm.","PeriodicalId":163211,"journal":{"name":"2013 6th International Conference on Biomedical Engineering and Informatics","volume":"1 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2013-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"CSRule: Efficient mining of closed strong association rules in the resource effectiveness matrix\",\"authors\":\"Lihua Zhang, Zhengjun Zhai, Miao Wang, Guoqing Wang\",\"doi\":\"10.1109/BMEI.2013.6747023\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Association rules which are used to mine resource failure, can reduce the number of wrong alarm resources to be replaced. In this paper, we proposed an efficient algorithm: CSRule, for mining closed strong association rules based on merging strategies. Firstly, it generates all pairs of association rules which only have two resources; secondly, all the closed strong association rules are mind using merging strategies. In order to improve the mining efficiency of the algorithm, CSRule algorithm adopts several pruning strategies to mine closed strong association rules without candidate maintenance. For the escape of low efficiency on secondary mining based on definition, CSRule algorithm can mine closed strong association rules at one time. The experimental results show our algorithm is more efficient than traditional algorithm.\",\"PeriodicalId\":163211,\"journal\":{\"name\":\"2013 6th International Conference on Biomedical Engineering and Informatics\",\"volume\":\"1 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2013-12-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2013 6th International Conference on Biomedical Engineering and Informatics\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/BMEI.2013.6747023\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2013 6th International Conference on Biomedical Engineering and Informatics","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/BMEI.2013.6747023","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
CSRule: Efficient mining of closed strong association rules in the resource effectiveness matrix
Association rules which are used to mine resource failure, can reduce the number of wrong alarm resources to be replaced. In this paper, we proposed an efficient algorithm: CSRule, for mining closed strong association rules based on merging strategies. Firstly, it generates all pairs of association rules which only have two resources; secondly, all the closed strong association rules are mind using merging strategies. In order to improve the mining efficiency of the algorithm, CSRule algorithm adopts several pruning strategies to mine closed strong association rules without candidate maintenance. For the escape of low efficiency on secondary mining based on definition, CSRule algorithm can mine closed strong association rules at one time. The experimental results show our algorithm is more efficient than traditional algorithm.