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Apriori算法的一种优化方法
One Optimized Method of Apriori Algorithm
【摘要】 介绍关联规则挖掘中的经典算法——Apriori算法的关键思想。针对传统Apriori算法效率上的不足,提出一种改进的Apriori算法——En-Apriori算法。该算法采用矩阵的方法,只须扫描一遍数据库,同时优化了连接操作,较好地提高了算法的效率。实验结果表明,En-Apriori算法优于Apriori算法,具有较好的实用性。
【Abstract】 This paper introduces the principle and efficiency of the Apriori algorithm which is the classical algorithm of association rules mining,and proposes an improved Apriori algorithm――En-Apriori algorithm which is aimed at the disadvantage of Apriori algorithm.This algorithm adopts a matrix method and need scan the database only once and optimizes the join operation,so it is more efficient.The experiment shows that the En-Apriori algorithm outperforms Apriori algorithm,and gets a good practicality.
【关键词】 关联规则;
频繁项集;
Apriori算法;
En-Apriori算法;
【Key words】 association rules; frequent itemsets; Apriori algorithm; En-Apriori algorithm;
【Key words】 association rules; frequent itemsets; Apriori algorithm; En-Apriori algorithm;
【基金】 安徽省教育厅科研基金资助项目(2005kj056)
- 【文献出处】 计算机工程 ,Computer Engineering , 编辑部邮箱 ,2008年23期
- 【分类号】TP311.13
- 【被引频次】97
- 【下载频次】1175