A model based on rough set theory combined with algebraic structure and its application: Bridges maintenance management evaluation

被引:2
|
作者
Xiao, Zhi [2 ]
Chen, Ling [1 ]
Zhong, Bo [3 ]
机构
[1] Chongqing Univ, Coll Automat, Chongqing 400030, Peoples R China
[2] Chongqing Univ, Coll Econ & Business Adm, Chongqing 400030, Peoples R China
[3] Chongqing Univ, Coll Math & Sci, Chongqing 400030, Peoples R China
关键词
Rough sets; Algebraic structures; Maintenance management; Evaluation; WINTER ROAD MAINTENANCE; CLASSIFICATION; RULES;
D O I
10.1016/j.eswa.2010.01.010
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
For decision tables with a very small number of objects, this paper introduces a model combining the equivalence relations of rough set theory and algebraic structures. As an example application, we classify six-dimensional attribute vectors (maintenance quality indices) in a sample of 55 bridges from Chongqing province in China. A panel of experts has already used these data to rank the sites in terms of overall management quality, and full use is made of their decisions in training the model. Compared with the performances of a classical rough set model and a support vector machine, the new model is shown to be both feasible and more accurate. (C) 2010 Elsevier Ltd. All rights reserved.
引用
收藏
页码:5295 / 5299
页数:5
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