A stochastic method for robustness analysis in sorting problems

被引:119
作者
Tervonen, Tommi [1 ,2 ]
Figueira, Jose Rui [1 ]
Lahdelma, Risto [2 ]
Dias, Juscelino Almelda [1 ]
Salminen, Pekka [3 ]
机构
[1] Univ Tecn Lisboa, Ctr Management Studies, Inst Super Tecn, P-2780990 Porto Salvo, Portugal
[2] Univ Turku, Dept Informat Technol, FIN-20520 Turku, Finland
[3] Univ Jyvaskyla, Sch Business & Econ, FIN-40014 Jyvaskyla, Finland
关键词
MCDA; ELECTRE TRI; Robustness analysis; Monte Carlo simulation; Risk assessment; ELECTRE-TRI METHOD; CRITERIA; PARAMETERS; MANAGEMENT; WEIGHTS; SYSTEM;
D O I
10.1016/j.ejor.2007.09.008
中图分类号
C93 [管理学];
学科分类号
12 ; 1201 ; 1202 ; 120202 ;
摘要
ELECTRE TRI is a multiple criteria decision aiding sorting method with a history of successful real-life applications. In ELECTRE TRI, values for certain parameters have to be provided. We propose a new method, SMAA-TRI, that is based oil stochastic multicriteria acceptability analysis (SMAA), for analyzing the stability of such parameters. The stability analysis can be used for deriving robust conclusions. SMAA-TRI allows ELECTRE TRI to be used with uncertain, arbitrarily distributed values for weights, the lambda cutting level, and profiles. The method consists of analyzing finite spaces of arbitrarily distributed parameter values. Monte Carlo simulation is applied in this in order to describe for each alternative the share of parameter values that have it assigned to different categories. We show the real-life applicability by re-analyzing a case Study in the field of risk assessment. (C) 2007 Elsevier B.V. All rights reserved.
引用
收藏
页码:236 / 242
页数:7
相关论文
共 33 条