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A Fuzzy Trustworthiness System with Probability Presentation Based on Center-of-gravity Method

机译:基于重心法的概率表示模糊可信度系统

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摘要

Fuzzy methods are widely used in the study of trustworthiness. Based on this fact, the paper researches the fuzzy trustworthiness system and probability presentation theory based on bounded product implication and Larsen square implication. Firstly, we convert a group of single-input and single-output data into fuzzy inference rules and generate fuzzy relation by selecting the appropriate fuzzy implication operator, then calculate joint probability density function of two-dimensional random variables by using of this fuzzy relation. Two specific probability density functions can be obtained by selecting the fuzzy implication as bounded product implication or Larsen square implication. Secondly, we study the marginal distribution and numerical characteristics of these two kinds probability distributions and point out that two of these probability distributions have the same mathematical expectation and nearly the same variance and covariance. Finally, we study of the center-of-gravity fuzzy trustworthiness systembased on these two probability distributions. We gave the sufficient conditions of universal approximations for those fuzzy trustworthiness systems.
机译:模糊方法被广泛用于信任度的研究。基于这一事实,本文研究了基于有界乘积蕴涵和拉森平方蕴涵的模糊可信度系统和概率表示理论。首先,将一组单输入单输出数据转换为模糊推理规则,并通过选择合适的模糊蕴涵算子来生成模糊关系,然后利用该模糊关系计算二维随机变量的联合概率密度函数。通过选择模糊蕴涵作为有界乘积蕴涵或拉森平方蕴涵,可以获得两个特定的概率密度函数。其次,我们研究了这两种概率分布的边际分布和数值特征,并指出这两种概率分布具有相同的数学期望,并且几乎具有相同的方差和协方差。最后,基于这两个概率分布,研究了重心模糊可信度系统。我们给出了那些模糊可信系统的通用逼近的充分条件。

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