4.7 Article

A stochastic method for robustness analysis in sorting problems

Journal

EUROPEAN JOURNAL OF OPERATIONAL RESEARCH
Volume 192, Issue 1, Pages 236-242

Publisher

ELSEVIER
DOI: 10.1016/j.ejor.2007.09.008

Keywords

MCDA; ELECTRE TRI; Robustness analysis; Monte Carlo simulation; Risk assessment

Funding

  1. Turun Yliopistosaatio
  2. Finnish Cultural Foundation
  3. Fundacao para a Ciencia e Tecnologia, Portugal [SFRH/BM/18781/2004]

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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.

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