论文标题

解释社会重力法的免费公用事业模型

Free utility model for explaining the social gravity law

论文作者

Wang, Hao, Yan, Xiao-Yong, Wu, Jinshan

论文摘要

社会重力法在人类旅行,人口迁移,商品贸易,信息传播,科学合作等中广泛存在。为什么在许多复杂的社会系统中有这样的简单定律是一个有趣的问题。尽管来自统计物理,复杂系统,经济学和运输科学领域的科学家已经解释了社会重力法,但仍缺乏理论上的解释,包括两种主导机制,即个人互动和有限的理性。在这里,我们提出了一个自由的公用事业模型,从个人选择行为的角度来看,其目标功能在数学上与物理学中的Helmholtz自由能一致,以解释社会引力法。基本的假设是,彼此互动的有限理性个人将权衡预期的公用事业和信息处理成本,以最大化自己的公用事业。以前对社会重力法的解释,包括最大熵模型,自由成本模型,Logit模型和目的地选择游戏模型都是我们模型下的特殊情况。此外,我们将免费的公用事业模型扩展到网络。该模型不仅有助于我们更好地了解复杂社交系统中空间交互模式的潜在机制,而且还提供了一种新的观点,可以理解游戏理论中的潜在功能以及运输科学中的用户平衡模型。

Social gravity law widely exists in human travel, population migration, commodity trade, information communication, scientific collaboration and so on. Why is there such a simple law in many complex social systems is an interesting question. Although scientists from fields of statistical physics, complex systems, economics and transportation science have explained the social gravity law, a theoretical explanation including two dominant mechanisms, namely individual interaction and bounded rationality, is still lacking. Here we present a free utility model, whose objective function is mathematically consistent with the Helmholtz free energy in physics, from the perspective of individual choice behavior to explain the social gravity law. The basic assumption is that bounded rational individuals interacting with each other will trade off the expected utility and information-processing cost to maximize their own utility. The previous explanations of the social gravity law including the maximum entropy model, the free cost model, the Logit model and the destination choice game model are all special cases under our model. Further, we extend the free utility model to the network. This model not only helps us to better understand the underlying mechanisms of spatial interaction patterns in complex social systems, but also provides a new perspective for understanding the potential function in game theory and the user equilibrium model in transportation science.

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