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MAD-ARM: Mobile agent based distributed association rule mining

机译:MAD-ARM:基于移动代理的分布式关联规则挖掘

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Rapid advancement in information technology, business applications and its data storage are distributed in nature. Due to this distributed nature of the transaction databases, distributed association rule mining plays on important role to discover the interesting association and/or correlation relationships among large set of data items. Current research on distributed association rule mining focused to improve the efficiency of the algorithm and speed up the mining process. Few researchers have focused on to improve the efficiency of association rule mining in distributed environment by deploying intelligent agents for the mining frequent itemsets and generate association rule. Existing mobile agent based distributed association rule mining framework such as IDMA, EMADS, AeMSAR suffers the communication overhead. In this paper, the proposed framework called MAD-ARM, which attempts to reduce the communication overhead.
机译:信息技术,业务应用程序及其数据存储的飞速发展是自然分布的。由于交易数据库的这种分布式性质,分布式关联规则挖掘在发现大型数据项集之间有趣的关联和/或关联关系方面起着重要的作用。当前的分布式关联规则挖掘研究致力于提高算法效率并加快挖掘过程。很少有研究人员致力于通过部署智能代理来挖掘频繁项集并生成关联规则来提高分布式环境中关联规则挖掘的效率。现有的基于移动代理的分布式关联规则挖掘框架(如IDMA,EMADS,AeMSAR)遭受通信开销。在本文中,提出的框架称为MAD-ARM,它试图减少通信开销。

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