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New Changes of Basic Economic Characteristics of Modern Monopoly Capitalism Based on Fuzzy System

机译:基于模糊系统的现代垄断资本主义基本经济特征的新变迁

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With the rise of the third scientific and technological revolution, the productive forces of capitalism have been greatly developed, and some new changes have appeared in the basic economic characteristics of contemporary monopoly capitalism. How to predict the basic economy of capitalism more effectively and accurately, thus to summarize the characteristics of new changes, has become a hot spot in the field of economic research. Based on the fuzzy system of modern intelligent algorithm, this paper analyzes the basic economic characteristics of modern monopoly capitalism and explores the essence of its new changes. Firstly, this paper establishes a type-II fuzzy logic system according to the modeling rules, optimizes the parameters of the front and the back of the fuzzy logic system based on the bacterial foraging algorithm, and tests the functions of the optimized type-II fuzzy logic system using Mackey-Glass chaotic time series. Then the nearest-neighbor clustering method in this system is used to cluster a group of economic data, and the clustering effect of nearest-neighbor clustering method in this system is measured. Finally, in order to test the predictive ability of the type-II fuzzy logic system proposed in this study, the investment evaluation of the products of a group is carried out. Experimental results show that the optimized type-2 fuzzy logic system still has only small prediction errors in noisy environments. After clustering with nearest-neighbor clustering method, two very obvious categories are obtained. It can be said that the classification effect is also very ideal. In the actual forecast of a certain group's products, the comprehensive similarity of product D is the largest, which is 0.936. Therefore, it shows that the type-two fuzzy logic system created in this study can effectively analyze the new changes in the basic economic characteristics of contemporary monopoly capitalism, and the changes are essentially the further development of capitalist economic laws.
机译:随着第三科技革命的崛起,资本主义的生产力已经大大发展,当代垄断资本主义的基本经济特征出现了一些新的变化。如何更有效准确地预测资本主义的基本经济,从而总结了新变化的特点,已成为经济研究领域的热点。基于现代智能算法的模糊系统,本文分析了现代垄断资本主义的基本经济特征,探讨了其新变革的本质。首先,本文根据建模规则建立了II型模糊逻辑系统,优化了基于细菌觅食算法的模糊逻辑系统前后的参数,并测试了优化的II型模糊的功能使用Mackey-Glass Chaotic Time序列的逻辑系统。然后,该系统中最近的邻居聚类方法用于群集一组经济数据,并测量该系统中最近邻群集方法的聚类效果。最后,为了测试本研究提出的II型模糊逻辑系统的预测能力,进行了一组产品的投资评估。实验结果表明,优化的2型模糊逻辑系统仍然只有嘈杂的环境中的小预测误差。在与最近邻聚类方法进行聚类后,获得了两个非常明显的类别。可以说分类效果也非常理想。在某些集团产品的实际预测中,产品D的综合相似性最大,是0.936。因此,它表明,本研究中创建的两种模糊逻辑系统可以有效分析当代垄断资本主义的基本经济特征的新变化,而且变化基本上是资本主义经济法的进一步发展。

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