Identification of λ-fuzzy measures using sampling design and genetic algorithms

被引:39
作者
Chen, TY
Wang, JC
机构
[1] Chang Gung Univ, Coll Management, Dept Business Adm, Tao Yuan, Taiwan
[2] Chang Gung Univ, Coll Management, Dept Informat Management, Tao Yuan, Taiwan
关键词
fuzzy measure; sampling procedure; identification procedure; genetic algorithm;
D O I
10.1016/S0165-0114(01)00010-0
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
The data collection and identification of lambda -fuzzy measures are fundamental tasks to be capable of using them in practice. Although several studies have been made on lambda -fuzzy measure identification, their methods require the knowledge of subjective estimates for all subsets of an attribute set, or the corresponding computation process is rather complicated. Since little attention has been given to the issue of data collection, this study designed a sampling procedure of attribute subsets to capture the most useful information and thus reduce the original information demand in solving lambda -fuzzy measures. Then, this study developed an identification procedure for lambda -fuzzy measures using genetic algorithms. Several experiments were implemented to show the applicability and feasibility of the proposed methods. (C) 2001 Elsevier Science B.V. All rights reserved.
引用
收藏
页码:321 / 341
页数:21
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