Searching for Reductive Attributes in Decision Tables

被引:3
|
作者
Long Giang Nguyen [1 ]
Hung Son Nguyen [2 ]
机构
[1] Vietnamese Acad Sci & Technol, Inst Informat Technol, Hanoi, Vietnam
[2] Univ Warsaw, Inst Math, PL-02097 Warsaw, Poland
来源
关键词
Rough sets; Reducts; Relational database; Minimal keys; Sperner system; SETS;
D O I
10.1007/978-3-662-47815-8_4
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Most decision support systems based on rough set theory are related to the minimal reduct calculation problem, which is NP-hard. This paper investigates the problem of searching for the set of useful attributes that occur in at least one reduct. By complement, this problem is equivalent to searching for the set of redundant attributes, i.e. the attributes that do not occur in any reducts of the given decision table. We show that the considered problem is equivalent to a Sperner system for relational data base system and prove that it can be solved in polynomial time. On the base of these theoretical results, we also propose two different algorithms for elimination of redundant attributes in decision tables.
引用
收藏
页码:51 / 64
页数:14
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