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A framework for developing intelligent decision support systems using evolutionary fuzzy cognitive maps

机译:使用进化模糊认知图开发智能决策支持系统的框架

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This paper focuses on developing Intelligent Decision Support Systems within the framework of Genetically Evolved Fuzzy Cognitive Maps, thus at modelling real world problems and supporting the decision making process. The proposed framework is based on encoding experts' assessments on the nature of the problem under consideration. This assessment is inputted in a fuzzy knowledge base that uses a linguistic form following which it is modelled and processed by means of Fuzzy Cognitive Maps. The optimisation that follows with the help of Genetic Algorithms facilitates the simulation of hypothetical scenarios, while the defuzzification process implemented interprets the results along human reasoning lines. The effectiveness and reliability of the method proposed has been demonstrated by means of a case study on the Cyprus issue shortly before the April, 24 referendum.
机译:本文致力于在遗传进化的模糊认知图的框架内开发智能决策支持系统,从而为现实世界中的问题建模并支持决策过程。提议的框架基于编码专家对所考虑问题性质的评估。将该评估输入到使用语言形式的模糊知识库中,然后通过模糊认知图对其进行建模和处理。在遗传算法的帮助下进行的优化可以简化假设情景的仿真,而执行的反模糊化过程则可以根据人类推理来解释结果。提议的方法的有效性和可靠性已在4月24日公投之前不久通过塞浦路斯问题的案例研究得到了证明。

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