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矩阵约束下的频繁项集挖掘方法研究

范黎林 林卫

计算机工程与应用2011,Vol.47Issue(21):133-136,4.
计算机工程与应用2011,Vol.47Issue(21):133-136,4.DOI:10.3778/j.issn.1002-8331.2011.21.035

矩阵约束下的频繁项集挖掘方法研究

Matrix constrained frequent itemsets mining method

范黎林 1林卫1

作者信息

  • 1. 河南师范大学计算机与信息技术学院,河南新乡453007
  • 折叠

摘要

Abstract

Association analysis techniques in data mining are aimed at discovering interesting association among a large number of data itemsets, and the core problem is to find frequent itemsets.In traditional association mining algorithm based on matrix,the matrix size is related to the transaction database size.Thus memory bottlenecks still exist in dealing with very large transaction databases.This paper presents a frequent itemsets discovery algorithm to solve this problem.In the pre-min-ing and post-validating matrix constrained algorithm the matrix size is independent of the transaction database size.Experimen-tal results show that this algorithm improves the speed of frequent itemsets mining.

关键词

数据挖掘/关联分析/频繁项集

Key words

data mining/association analysis/frequent itemsets

分类

信息技术与安全科学

引用本文复制引用

范黎林,林卫..矩阵约束下的频繁项集挖掘方法研究[J].计算机工程与应用,2011,47(21):133-136,4.

基金项目

国家自然科学基金(the National Natural Science Foundation of China under Grant No.60873104) (the National Natural Science Foundation of China under Grant No.60873104)

河南省科技攻关计划项目(No.092102210316). (No.092102210316)

计算机工程与应用

OACSCDCSTPCD

1002-8331

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