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A rough set method for the unicost set covering problem

delete2015-05-03
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XU Qing-yuan *
A
Anhui Tan *
Y
Yaojin Lin
DOI:10.1007/s13042-015-0365-2delete
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摘要

摘要

En 中文
In this paper, we aim to provide a rough set method to deal with a class of set covering problem called the unicost set covering problem, which is a well-known problem in binary optimization. Firstly, by constructing a Multi-Relation Granular Computing (GrC) model of a given unicost set covering problem, the problem can be equivalently converted to the knowledge reduction problem in rough set theory. Thus, various kinds of efficient knowledge reduction methods in rough set theory can be used to solve the unicost set covering problem. Secondly, a commonly used reduction algorithm based on information entropy is proposed to compute a local minimum of the unicost set covering problem. Finally, the feasibility and efficiency of the proposed algorithm is examined by an example.
Keyword:
Unicost set covering problem
Rough set
Granular computing
Local minimum
Knowledge reduction
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期刊

International Journal of Machine Learning and Cybernetics 封面图
International Journal of Machine Learning and Cybernetics
IF:
2.7
论文数:
3.2K
被引数:
5.6K

机构

M
Minnan Normal University
学者数:
2.1K
论文数: 1.3K
被引数: 0
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