对备选方案进行成对比较的近乎最优操作

IF 1.8 3区 数学 Q1 Mathematics Journal of Global Optimization Pub Date : 2024-04-12 DOI:10.1007/s10898-024-01391-3
Jacek Szybowski, Konrad Kułakowski, Sebastian Ernst
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引用次数: 0

摘要

专家在决策过程中的作用至关重要。如果我们请专家帮助我们做决定,我们会假定他们是诚实的。但如果专家不诚实呢?那么,专家在特定的决策过程中提供受操纵数据的难度就变得至关重要。在本文介绍的工作中,我们考虑的是如何操纵通过几何平均法获得的排序,并将其应用到成对比较矩阵中。更具体地说,我们提出了一种算法,用于寻找一种几乎最优的方法来交换两个选定备选方案在排名中的位置。我们还定义了一个新的指数,用于衡量在给定情况下这种操作的难度。
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Almost optimal manipulation of pairwise comparisons of alternatives

The role of an expert in the decision-making process is crucial. If we ask an expert to help us to make a decision we assume their honesty. But what if the expert is dishonest? Then, the answer on how difficult it is for an expert to provide manipulated data in a given case of decision-making process becomes essential. In the presented work, we consider manipulation of a ranking obtained by the Geometric Mean Method applied to a pairwise comparisons matrix. More specifically, we propose an algorithm for finding an almost optimal way to swap the positions of two selected alternatives in a ranking. We also define a new index which measures how difficult such manipulation is in a given case.

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来源期刊
Journal of Global Optimization
Journal of Global Optimization 数学-应用数学
CiteScore
0.10
自引率
5.60%
发文量
137
审稿时长
6 months
期刊介绍: The Journal of Global Optimization publishes carefully refereed papers that encompass theoretical, computational, and applied aspects of global optimization. While the focus is on original research contributions dealing with the search for global optima of non-convex, multi-extremal problems, the journal’s scope covers optimization in the widest sense, including nonlinear, mixed integer, combinatorial, stochastic, robust, multi-objective optimization, computational geometry, and equilibrium problems. Relevant works on data-driven methods and optimization-based data mining are of special interest. In addition to papers covering theory and algorithms of global optimization, the journal publishes significant papers on numerical experiments, new testbeds, and applications in engineering, management, and the sciences. Applications of particular interest include healthcare, computational biochemistry, energy systems, telecommunications, and finance. Apart from full-length articles, the journal features short communications on both open and solved global optimization problems. It also offers reviews of relevant books and publishes special issues.
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