论文标题
探索相邻可能的可能解释了社交网络的出现和演变
The exploration of the Adjacent Possible explains the emergence and evolution of social networks
论文作者
论文摘要
人之间的互动代表了我们社会的骨干。人们如何互动,建立新的联系并在这些链接之间分配活动可以揭示我们的许多社会组织。尽管非常多样化的科学社区集中注意力,但我们仍然缺乏能够解释社交网络的出生和演变的第一原理建模框架。在这里,我们通过将社交互动作为探索非常奇特的空间的一种方式来解决这个问题,即邻近可能的空间,即我们可以在我们一生中任何给定时间点遇到的个人集。我们利用了相邻可能的空间的最新数学形式化,以基于简单的微观规则定义人们如何取得联系和互动的简单微观规则提出了第一原则的社会探索理论。新理论可以预测社交网络的显微镜和宏观特征。显微镜一侧捕获的最引人注目的功能是一个已经具有$ k $ Connections的个人的概率,可以获取新的相识。在宏观方面,该模型重现了社交网络的主要静态和动态特征:学位和活动的广泛分布,平均聚类系数以及全球和地方层面的创新率。该理论诞生于三个不同的现实世界社交网络:Twitter用户之间的提及网络,美国物理社会的合作网络和移动电话网络网络。
The interactions among human beings represent the backbone of our societies. How people interact, establish new connections, and allocate their activities among these links can reveal a lot of our social organization. Despite focused attention by very diverse scientific communities, we still lack a first-principles modeling framework able to account for the birth and evolution of social networks. Here, we tackle this problem by looking at social interactions as a way to explore a very peculiar space, namely the adjacent possible space, i.e., the set of individuals we can meet at any given point in time during our lifetime. We leverage on a recent mathematical formalization of the adjacent possible space to propose a first-principles theory of social exploration based on simple microscopic rules defining how people get in touch and interact. The new theory predicts both microscopic and macroscopic features of social networks. The most striking feature captured on the microscopic side is the probability for an individual, with already $k$ connections, to acquire a new acquaintance. On the macroscopic side, the model reproduces the main static and dynamic features of social networks: the broad distribution of degree and activities, the average clustering coefficient and the innovation rate at the global and local level. The theory is born out in three diverse real-world social networks: the network of mentions between Twitter users, the network of co-authorship of the American Physical Society and a mobile-phone-call network.