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一种新的频繁模式挖掘算法

叶海琴 廖利 王意锋 张爱玲

南京理工大学学报(自然科学版)2016,Vol.40Issue(1):29-34,6.
南京理工大学学报(自然科学版)2016,Vol.40Issue(1):29-34,6.DOI:10.14177/j.cnki.32-1397n.2016.40.01.005

一种新的频繁模式挖掘算法

New frequent patterns mining algorithm

叶海琴 1廖利 1王意锋 2张爱玲3

作者信息

  • 1. 周口师范学院 计算机科学与技术学院,河南 周口466001
  • 2. 73658部队,安徽 滁州239421
  • 3. 71352部队 自动化站,河南 安阳455000
  • 折叠

摘要

Abstract

In order to adapt to the frequent changes of the database by adding,deleting or modifying operations and speeding up the solving process of support, this paper proposes a new frequent patterns mining algorithm. To adapt to the frequent changes in the current database,customers' once purchase behavior is converted into a bit string and the typical set of transaction sets is updated gradually by the operation on bit strings in this paper. The typical set includes all patterns. Frequent patterns can be found quickly from the typical set according to the support threshold. An example is used to analyse the process of the algorithm in the face of the frequent change database. It shows that the algorithm has strong ability of adapting to changes in the database and can find the frequent patterns quickly according to the given support threshold. Simulation results verify the effectiveness and feasibility of the algorithm.

关键词

频繁模式/挖掘算法/比特串/支持度/典型集/事务集

Key words

frequent patterns/mining algorithms/bit strings/support/typical sets/transaction sets

分类

信息技术与安全科学

引用本文复制引用

叶海琴,廖利,王意锋,张爱玲..一种新的频繁模式挖掘算法[J].南京理工大学学报(自然科学版),2016,40(1):29-34,6.

基金项目

国家自然科学基金(U1504613) (U1504613)

河南省软科学研究项目(142400411220) (142400411220)

河南省科技厅基础前沿项目(142300410432) (142300410432)

河南省高等学校重点科研项目(15B520031) (15B520031)

南京理工大学学报(自然科学版)

OA北大核心CSCDCSTPCD

1005-9830

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