Estimating the potential willingness of the state to use military force based on the Sugeno fuzzy integral

Q3 Decision Sciences Yugoslav Journal of Operations Research Pub Date : 2022-01-01 DOI:10.2298/yjor210515002s
S. Sveshnikov, V. Bocharnikov, Anatoly Pavlikovsky, Andrey Prima
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引用次数: 1

Abstract

Estimation of the potential willingness of the state to use military force is an integral part of the analysis of international relations and the preparation of key decisions in security sphere. Our problem was to develop a method for numerically estimating the potential willingness of any state to use military force. This method should take into account a large number of quantitative and qualitative criteria, the uncertainty of their relationships, as well as the uncertainty of the initial data, some of which can only be obtained with the help of experts. Our analysis has shown that the known methods have a number of serious shortcomings. We proposed to solve this problem based on the representation of partial estimations of states in the form of fuzzy sets, and the importance of criteria in the form of a fuzzy measure. We also proposed to aggregate the partial estimations using the Sugeno fuzzy integral. We developed a hierarchical structure of estimation criteria, determined the importance of the criteria, built an observation channel based on the Harrington curve to obtain input estimations, and also developed an aggregation algorithm. As a result, we calculated estimations for 137 states and examined their potential willingness to use military force. The results disclose new aspects of using fuzzy-integral calculus to construct hierarchical models of multi-criteria estimating, and also demonstrate the possibility of using artificial intelligence methods to obtain numerical estimations in the sphere of international relations.
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基于Sugeno模糊积分估算国家使用武力的潜在意愿
评估国家使用武力的潜在意愿是分析国际关系和准备安全领域关键决策的一个组成部分。我们的问题是找到一种方法,从数字上估计任何国家使用武力的潜在意愿。这种方法要考虑到大量的定量和定性标准,它们之间关系的不确定性,以及初始数据的不确定性,其中一些数据只能在专家的帮助下获得。我们的分析表明,已知的方法有一些严重的缺点。我们提出了基于状态的部分估计以模糊集的形式表示,以及模糊测度形式下准则的重要性来解决这一问题。我们还提出了用Sugeno模糊积分对部分估计进行聚合。我们建立了估计准则的层次结构,确定了准则的重要性,建立了基于Harrington曲线的观测通道来获取输入估计,并开发了一种聚合算法。因此,我们计算了137个国家的估计值,并研究了它们使用武力的潜在意愿。结果揭示了利用模糊积分法构建多准则估计层次模型的新方面,也证明了在国际关系领域使用人工智能方法获得数值估计的可能性。
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来源期刊
Yugoslav Journal of Operations Research
Yugoslav Journal of Operations Research Decision Sciences-Management Science and Operations Research
CiteScore
2.50
自引率
0.00%
发文量
14
审稿时长
24 weeks
期刊最新文献
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