Rough set approach to case-based reasoning application

被引:54
作者
Huang, CC
Tseng, TL
机构
[1] Western Kentucky Univ, Dept Architectural & Mfg Sci, Bowling Green, KY 42101 USA
[2] Natl Chi Nan Univ, Dept Informat Management, Nan Tou, Taiwan
关键词
knowledge management; rough set; case representation; case-based reasoning;
D O I
10.1016/j.eswa.2003.09.008
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The case-based reasoning becomes a novel paradigm that solves a new problem by remembering a previous similar situation and by reusing information and knowledge of that situation. In general, the traditional representation of cases is too simple and is not well structured to support the decision-making in organization. Furthermore, the similarity testing of case-based reasoning is very time-consuming. Therefore, a novel approach to represent the knowledge of cases in an explicit manner and to search similar cases in an efficient way is desired. An Extensible Markup Language-based representation formulated with the Zachman framework is proposed in this paper. Through a rough set based approach, case-based reasoning becomes more efficient and complexity of computation of the similarity testing is significantly reduced. (C) 2003 Elsevier Ltd. All rights reserved.
引用
收藏
页码:369 / 385
页数:17
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