Data analysis approaches of soft sets under incomplete information

被引:343
作者
Zou, Yan [1 ,2 ]
Xiao, Zhi [1 ]
机构
[1] Chongqing Univ, Coll Econ & Business Adm, Chongqing 400044, Peoples R China
[2] Chongqing Normal Univ, Coll Math & Comp Sci, Chongqing 400047, Peoples R China
基金
美国国家科学基金会;
关键词
Soft sets; Fuzzy soft sets; Incomplete information; Decision value; Choice value; Weighted-average;
D O I
10.1016/j.knosys.2008.04.004
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In view of the particularity of the value domains of mapping functions in soft sets, this paper presents data analysis approaches of soft sets under incomplete information. For standard soft sets, the decision value of an object with incomplete information is calculated by weighted-average of all possible choice values of the object, and the weight of each possible choice value is decided by the distribution of other objects. For fuzzy soft sets, incomplete data will be predicted based on the method of average-probability. Results of comparison show that comparing to other approaches for dealing with incomplete data, these approaches presented in this paper are preferable for reflecting actual states of incomplete data in soft sets. At last, an example is provided to illuminate the practicability and validity of the data analysis approach of soft sets under incomplete information. (C) 2008 Elsevier B.V. All rights reserved.
引用
收藏
页码:941 / 945
页数:5
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