{"title":"基于CUDA的关联规则挖掘实现","authors":"Syed Hasan Adil, S. Qamar","doi":"10.1109/ICET.2009.5353149","DOIUrl":null,"url":null,"abstract":"The purpose of this paper is to implement association rule mining algorithm using Nvidia CUDA framework for general purpose computing on GPU. The major objective is to perform performance comparison of association rule mining algorithm using C based implementation on Intel Quad Core/Core2 Duo CPU with CUDA based implementation on Nvidia G80 and GTX 200 series GPU. The final outcome of this research is the bitmap based association rule mining algorithm and its performance statistics on CPU and GPU.","PeriodicalId":307661,"journal":{"name":"2009 International Conference on Emerging Technologies","volume":"11 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2009-12-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"33","resultStr":"{\"title\":\"Implementation of association rule mining using CUDA\",\"authors\":\"Syed Hasan Adil, S. Qamar\",\"doi\":\"10.1109/ICET.2009.5353149\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"The purpose of this paper is to implement association rule mining algorithm using Nvidia CUDA framework for general purpose computing on GPU. The major objective is to perform performance comparison of association rule mining algorithm using C based implementation on Intel Quad Core/Core2 Duo CPU with CUDA based implementation on Nvidia G80 and GTX 200 series GPU. The final outcome of this research is the bitmap based association rule mining algorithm and its performance statistics on CPU and GPU.\",\"PeriodicalId\":307661,\"journal\":{\"name\":\"2009 International Conference on Emerging Technologies\",\"volume\":\"11 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2009-12-11\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"33\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2009 International Conference on Emerging Technologies\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/ICET.2009.5353149\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2009 International Conference on Emerging Technologies","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICET.2009.5353149","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 33
摘要
本文的目的是利用Nvidia CUDA框架在GPU上实现通用计算的关联规则挖掘算法。主要目标是在Intel Quad Core/Core2 Duo CPU上使用基于C的实现与Nvidia G80和GTX 200系列GPU上基于CUDA的实现进行关联规则挖掘算法的性能比较。本研究的最终成果是基于位图的关联规则挖掘算法及其在CPU和GPU上的性能统计。
Implementation of association rule mining using CUDA
The purpose of this paper is to implement association rule mining algorithm using Nvidia CUDA framework for general purpose computing on GPU. The major objective is to perform performance comparison of association rule mining algorithm using C based implementation on Intel Quad Core/Core2 Duo CPU with CUDA based implementation on Nvidia G80 and GTX 200 series GPU. The final outcome of this research is the bitmap based association rule mining algorithm and its performance statistics on CPU and GPU.