Assessing the maturity of the current global system for combating financial and cyber fraud

Q4 Mathematics
O. Kuzmenko, H. Yarovenko, L. Perkhun
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引用次数: 0

Abstract

The purpose of the article is to assess the maturity of systems for counteracting financial and cyber fraud with the view of their future integration at global-level. The calculations made by the authors were based on indicators for 76 countries, which characterized each country's level of cybersecurity and its ability to combat financial fraud in 2018. After optimising the input data and selecting relevant indicators, the authors built an integrated cybersecurity index using the Sundarovsky convolution method. Sigma-limited parameterisation and Pareto-optimisation were then used to identify the determinants of the ability to counter financial and cyber fraud, which were used as predictors. Nonlinear regression was applied to determine the dependency of the integrated cybersecurity index on the government efficiency index, the ease of doing business and on the crime indices. On this basis, the authors conducted a bifurcation analysis of the maturity of current global system for combating financial and cyber fraud and produced its phase portraits. It was found to be mature (“Government Efficiency Index – Ease of Doing Business” and “Ease of Doing Business – Crime Index”) and insufficient mature (“Government Efficiency Index – Crime Index”), with the components' imbalance indicating high system's sensitivity to react on changes. The constructed 'Equilibrium States' phase portraits showed non-equilibrium phase portraits of the 'saddle' type. The obtained results made it possible to identify determinants of a global integrated system's instability to combat financial and cyber fraud.
评估当前全球打击金融和网络欺诈体系的成熟度
本文的目的是从未来全球一体化的角度来评估对抗金融和网络欺诈系统的成熟度。作者根据76个国家的指标进行了计算,这些指标描述了每个国家在2018年的网络安全水平及其打击金融欺诈的能力。在对输入数据进行优化并选取相关指标后,采用Sundarovsky卷积法构建了网络安全综合指数。然后使用西格玛有限参数化和帕累托优化来确定对抗金融和网络欺诈能力的决定因素,这些决定因素被用作预测因素。采用非线性回归方法确定综合网络安全指数对政府效率指数、营商便利度指数和犯罪指数的依赖关系。在此基础上,作者对当前全球打击金融和网络欺诈体系的成熟度进行了分岔分析,并绘制了其阶段图。结果表明,该指标成熟(“政府效率指数-营商便利度”和“营商便利度-犯罪指数”),不成熟(“政府效率指数-犯罪指数”),各组成部分的不平衡表明系统对变化的反应敏感性高。构建的“平衡态”相画像显示出“马鞍”型的非平衡相画像。获得的结果使识别全球综合系统不稳定性的决定因素成为可能,以打击金融和网络欺诈。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Statistics in Transition
Statistics in Transition Decision Sciences-Statistics, Probability and Uncertainty
CiteScore
1.00
自引率
0.00%
发文量
0
审稿时长
9 weeks
期刊介绍: Statistics in Transition (SiT) is an international journal published jointly by the Polish Statistical Association (PTS) and the Central Statistical Office of Poland (CSO/GUS), which sponsors this publication. Launched in 1993, it was issued twice a year until 2006; since then it appears - under a slightly changed title, Statistics in Transition new series - three times a year; and after 2013 as a regular quarterly journal." The journal provides a forum for exchange of ideas and experience amongst members of international community of statisticians, data producers and users, including researchers, teachers, policy makers and the general public. Its initially dominating focus on statistical issues pertinent to transition from centrally planned to a market-oriented economy has gradually been extended to embracing statistical problems related to development and modernization of the system of public (official) statistics, in general.
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