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计算机工程 ›› 2011, Vol. 37 ›› Issue (22): 64-66. doi: 10.3969/j.issn.1000-3428.2011.22.018

• 软件技术与数据库 • 上一篇    下一篇

基于闭合序列模式的减量挖掘算法

林 颖   

  1. (武夷学院计算机教研室,福建 武夷山 354300)
  • 收稿日期:2011-06-10 出版日期:2011-11-18 发布日期:2011-11-20
  • 作者简介:林 颖(1978-),女,讲师,主研方向:数据挖掘,网络安全
  • 基金资助:
    武夷学院校科研科技基金资助项目(xl201009)

Decremental Mining Algorithm Based on Closed Sequential Pattern

LIN Ying   

  1. (Staff Room of Computer, Wuyi University, Wuyishan 354300, China)
  • Received:2011-06-10 Online:2011-11-18 Published:2011-11-20

摘要: 针对数据库减量时不断重复挖掘的问题,在已有闭合序列模式算法PosD*的基础上,提出一种减量挖掘算法 DePosD*。通过移动频繁和非频繁闭合序列集合之间的数据,在原有挖掘结果上直接进行更新,减少挖掘的时间。实验结果证明,在减量过程中该算法的时间效率与PosD*相比有所提高。

关键词: 数据挖掘, 序列模式, 闭合序列模式挖掘, 减量挖掘, 增量挖掘, 数据更新

Abstract: Aiming at the problem of mining repetition in decremental mining, based on closed sequential pattern PosD*, a decremental algorithm of DePosD* is presented, which has better time efficiency. This algorithm gets the new result by moving the data between the frequent and non- frequent closed sequence, directly decreasing and uqdating the original mining result. Thus it saves time, which has proven by the experiment.

Key words: data mining, sequential pattern, closed sequential pattern mining, decremental mining, incremental mining, data update

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