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Algorithm Based On Association Rules Data Mining Platform In The J2ee Architecture

Posted on:2006-02-13Degree:MasterType:Thesis
Country:ChinaCandidate:X Y ZhuFull Text:PDF
GTID:2208360152997564Subject:Computer software and theory
Abstract/Summary:PDF Full Text Request
Data mining is a new technique, which have become increasingly popular in recent years. People can apply the research result of knowledge discovery to the data process that can support the science decision. Now data mining has become a subject, which involved lots of science domain and technology especially in combining with Computational Intelligence (CI). Firstly, this paper introduces the basic concepts, tasks, functions, applications and development way of data mining. Secondly, this paper introduces the basic concept, classification and classical algorithm ideas such as Apriori of association analysis. Association rules method is one of the core techniques in data mining. It was very important in data mining process. Then, a data mining system is presented and implemented in distributing style according with engineering. The author put due emphasis on the architecture design, function design, component design and implementation technologies of the system. The data mining system supports the Enterprise JavaBeans specifications and the J2EE architecture, allowing the data analysts to work through a client/server style from almost anywhere. In this article, the data mining group presents the design of a data mining platform using component-based approach. This platform provides an experimental platform for data mining researchers. Complying with our data object interface and mining model interface, new mining algorithms can be easily integrated to our system. Our platform also is a valuable system skeleton for data mining application. Enterprise JavaBeans specification, using component-oriented technology makes the system an open and easy-to -upgrade solution. And then ,an improved algorithm of AprioriTID is proposed, it can conquer disadvantage that customary algorithm is not considered the base itemsets and does not considers the step of selecting the base set. This paper mainly discusses the origin and process of the algorithm, also its realization method, meaning and ways of improvement. Through the encapsulation using EJB, my work focuses on the...
Keywords/Search Tags:data mining, association rules, Apriori, J2EE
PDF Full Text Request
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