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Analyzing Risk Impact Factors Using Extended Fuzzy Cognitive Maps

机译:使用扩展的模糊认知图分析风险影响因素

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摘要

One of the challenges in Risk Analysis and Management (RAM) is identifying the relationships between risk factors and risks. The complexity of the method to analyze these relationships, the time to complete the analysis, the robustness and trustworthiness of the method are important features to be considered. In this paper, we propose using Extended Fuzzy Cognitive Maps (E-FCMs) to analyze the relationships between risk factors and risks, and adopting a pessimistic approach to assess the overall risk of a system or a project. E-FCMs are suggested by Hagiwara to represent causal relationships more naturally. The main differences between E-FCMs and conventional Fuzzy Cognitive Maps (FCMs) are the following: E-FCMs have nonlinear membership functions, conditional weights, and time delay weights. Therefore E-FCMs are suitable for risk analysis as all features of E-FCMs are more informative and can fit the needs of Risk Analysis. In this paper we suggest a framework to analyze risks using E-FCMs and extend E-FCMs themselves by introducing a special graphical representation for risk analysis. We also suggest a framework for group decision making using E-FCMs. Particularly, we explore the Software Project Management (SPM) and discuss risk analysis of SPM applying E-FCMs.
机译:风险分析和管理(RAM)的挑战之一是确定风险因素与风险之间的关系。分析这些关系的方法的复杂性,完成分析的时间,方法的鲁棒性和可信赖性是要考虑的重要特征。在本文中,我们建议使用扩展模糊认知图(E-FCM)分析风险因素与风险之间的关系,并采用悲观的方法评估系统或项目的整体风险。 Ha原建议使用E-FCM来更自然地表示因果关系。 E-FCM与常规模糊认知图(FCM)之间的主要区别如下:E-FCM具有非线性隶属函数,条件权重和时延权重。因此,由于E-FCM的所有功能都具有更多信息,并且可以满足风险分析的需求,因此E-FCM适合进行风险分析。在本文中,我们建议使用E-FCM来分析风险的框架,并通过引入用于风险分析的特殊图形表示来扩展E-FCM本身。我们还建议使用E-FCM进行群体决策的框架。特别是,我们探讨了软件项目管理(SPM),并讨论了应用E-FCM的SPM的风险分析。

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