FUZZY LEAST ABSOLUTE DEVIATIONS REGRESSION AND THE CONFLICTING TRENDS IN FUZZY PARAMETERS

被引:30
作者
CHANG, PT [1 ]
LEE, ES [1 ]
机构
[1] KANSAS STATE UNIV AGR & APPL SCI,DEPT IND ENGN,MANHATTAN,KS 66506
关键词
FUZZY LEAST-SQUARES; FUZZY LEAST ABSOLUTE DEVIATIONS REGRESSION; FUZZY LINEAR REGRESSION;
D O I
10.1016/0898-1221(94)00143-X
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
A general fuzzy linear model for fuzzy regression analysis was first formulated. Based on both this general model and a fuzzy difference ranking method [1,2], approaches for fuzzy least squares regression and fuzzy least absolute value deviations regression were proposed. The former approach resulted in a nonlinear programming problem while the latter resulted linear. Numerical examples were solved by using the absolute deviations approach to illustrate the problems of conflicting trends and ways to at least partially overcome these problems. Furthermore, these examples showed that the absolute deviations formulation forms an effective computational tool.
引用
收藏
页码:89 / 101
页数:13
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