Electre TRI‐nC中间接偏好诱导的分解方法:应用和验证

IF 1.9 Q3 MANAGEMENT Journal of Multi-Criteria Decision Analysis Pub Date : 2021-01-05 DOI:10.1002/mcda.1730
Parisa Madhooshiarzanagh, Irène Abi-Zeid
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引用次数: 6

摘要

多标准排序方法通常用于决策辅助上下文,其目标是为预定义的有序类别分配备选方案。Electre Tri系列排序方法是基于对备选方案与一些(可能是虚构的)备选方案的两两比较,这些备选方案要么是类别的上限,要么是下限(Electre Tri- b),要么是一个或多个典型的参考备选方案,即代表性的类别概况(Electre Tri- c, Tri- nc)。在本文中,我们对Electre Tri-nC方法和基于决策者提供的部分信息的间接偏好启发感兴趣。因此,我们提出、应用并评估了一种偏好分解方法,用于学习Electre Tri-nC中使用的标准权重和可信度阈值。在一个轻旅游气候分类问题的实验中,将62,482个旅游地点分为四类,验证了所提出的分解方法。使用150个学习集对该方法的性能进行了鲁棒性分析,并给出了结果并进行了讨论。
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A disaggregation approach for indirect preference elicitation in Electre TRI-nC: Application and validation

Multicriteria sorting methods are often used in decision aiding contexts where the objective is to assign alternatives to predefined ordered categories. The Electre Tri family of sorting methods is based on pairwise comparisons of the alternatives with some, possibly fictional, alternatives that are either upper or lower limits of the categories (Electre Tri-B), or one or more typical reference alternatives, that is, representative categories profiles (Electre Tri-C, Tri-nC). In this paper, we are interested in the Electre Tri-nC method and in indirect preference elicitation based on partial information provided by the Decision Maker. We therefore propose, apply and evaluate a preference disaggregation method for learning criteria weights and the credibility threshold used in Electre Tri-nC. The proposed disaggregation method is validated in an experiment using a climate classification problem for light tourism where 62,482 touristic locations are sorted into four categories. A robustness analysis of the method's performance using 150 learning sets is conducted and the results are presented and discussed.

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来源期刊
CiteScore
4.70
自引率
10.00%
发文量
14
期刊介绍: The Journal of Multi-Criteria Decision Analysis was launched in 1992, and from the outset has aimed to be the repository of choice for papers covering all aspects of MCDA/MCDM. The journal provides an international forum for the presentation and discussion of all aspects of research, application and evaluation of multi-criteria decision analysis, and publishes material from a variety of disciplines and all schools of thought. Papers addressing mathematical, theoretical, and behavioural aspects are welcome, as are case studies, applications and evaluation of techniques and methodologies.
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