微积分及其在无标度网络中的应用

A. W. Mahesar, Hafiz Abid Mahmood Malik, Akhlaq Ahmad, Asadullah Shah, M. Wahiddin
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引用次数: 4

摘要

本文的目的是强调微积分在无标度网络中的应用,这是许多复杂网络的特性。在生活的各个领域,从技术、社会、生物、交通和生态网络等,有许多不同类型的真实和人工复杂网络。所有这些网络在形成和功能上都表现出许多相似的结构特性。本文主要关注最流行的网络类型,即无标度网络(SFN)。这些类型的网络有两个基本特性:增长性和优先节点依附。在本文中,我们分析和讨论了微积分在理解这些类型网络形成中的重要性和使用,因为这些网络在进化过程中不断地通过包含新的节点和链路来改变其拓扑结构。此外,由于微积分是对变化的数学研究,因此,与仅考虑网络中节点连接数的简单BA1模型相比,基于复杂网络中的拟合富现象,解析解释了微积分在具有适应度模型的复杂网络进化过程中的应用。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Calculus and its applications in scale-free networks
The purpose of this article is to highlight and emphasize the applications of calculus in scale-free networks, which have been found as property of many complex networks. There are many different types of real and manmade complex networks in various domain of life ranging from technological, social, biological, transportation and ecological networks among many others. All these networks have shown many similar structural properties in their formation and functions. This article focuses on the most prevalence type of networks known as Scale-Free Networks (SFN). These types of networks have two basic properties: growth and preferential node attachment. In this paper, we analyze and discuss the importance and usage of calculus in understanding the formation of these type of networks, as these networks continuously change their topology by inclusion of new nodes and links as they evolve. Further, as the calculus is the mathematical study of change therefore the applications of calculus in evolution process of complex networks with fitness model have been explained analytically based on fit-get-rich phenomenon in the complex networks as compared to simple BA1 model which is based, only on the consideration of number of nodes linkages in the networks.
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