Incremental Updating Algorithm Based on Partial Support Tree for Mining Association Rules

Yuping Wang, Nanping Dong, Guanling Zhou
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引用次数: 2

Abstract

A new algorithm, which is based on partial support tree (PS_Tree), is proposed to deal with the incremental updating problem when a new database is inserted and the minimum support is not changed. This algorithm use effectively the association rules mined and the partial support tree reserved to improve the performance. It only need scan the updated part of the database once so that the efficiency of algorithm can be further improved . The performance study shows that the algorithm is efficient for incremental updating problems of association rules.
基于部分支持树的关联规则挖掘增量更新算法
提出了一种基于部分支持树(PS_Tree)的增量更新算法,解决了在不改变最小支持度的情况下插入新数据库的增量更新问题。该算法有效地利用了挖掘的关联规则和保留的部分支持树来提高性能。它只需要扫描数据库中更新的部分一次,从而进一步提高了算法的效率。性能研究表明,该算法对于关联规则的增量更新问题是有效的。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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