A consistency-based procedure to estimate missing pairwise preference values

被引:233
作者
Alonso, S. [1 ]
Chiclana, F. [2 ]
Herrera, F. [1 ]
Herrera-Viedma, E. [1 ]
Alcala-Fdez, J. [1 ]
Porcel, C. [1 ]
机构
[1] Univ Granada, Dept Comp Sci & Artifical Intelligence, E-18071 Granada, Spain
[2] De Montfort Univ, Sch Comp, Ctr Computat Intelligence, Leicester LE1 9BH, Leics, England
关键词
D O I
10.1002/int.20262
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, we present a procedure to estimate missing preference values when dealing with pairwise comparison and heterogeneous information. This procedure attempts to estimate the missing information in an expert's incomplete preference relation using only the preference values provided by that particular expert. Our procedure to estimate missing values can be applied to incomplete fuzzy, multiplicative, interval-valued, and linguistic preference relations. Clearly, it would be desirable to maintain experts' consistency levels. We make use of the additive consistency property to measure the level of consistency and to guide the procedure in the estimation of the missing values. Finally, conditions that guarantee the success of our procedure in the estimation of all the missing values of an incomplete preference relation are given. (c) 2008 Wiley Periodicals, Inc.
引用
收藏
页码:155 / 175
页数:21
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