Abstract:
The notions and algorithms of generating basis for exact rules and the proper basis for conditional rules of redescription database are presented using operations of formal concept analysis and closure operator of Galois connection in the paper. It is true that constructed rules of redescription database are minimal non-redundant. And a new algorithm, called NRRM, for to discover minimal non-redundant and conditional rules is addressed, and simulation computation and computation complexity of NRRM algorithm are analyzed.
Key words:
formal concept analysis,
Galois connection,
redescription rules,
data mining,
NRRM algorithm
摘要: 以FCA为理论基础,应用Galois联络性质及其闭包运算,提出精确重述规则生成基和条件重述规则特征基的概念以及生成算法,论证由此构造的重述规则是最小非冗余的结论,设计最小非冗余重述规则挖掘的NRRM算法,并进行仿真计算和计算复杂性分析。
关键词:
形式概念分析,
Galois联络,
重述规则,
数据挖掘,
NRRM算法
CLC Number:
YANG Wei-chuan; WEI Yuan-yuan. Non-redundant Rules for Redescription Datasets MiningBased on FCA[J]. Computer Engineering, 2008, 34(4): 66-70.
杨伟传;魏媛媛. 基于FCA挖掘重述数据集的非冗余规则[J]. 计算机工程, 2008, 34(4): 66-70.