动态图控制的流方程在社交网络分析中的应用

Falciani, S ́anchez P ́erez
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引用次数: 0

摘要

考虑一个基于时间相关有向图的网络信息传播模型。让我们考虑一个从任何节点开始的脉冲和一个指数——一个作用在网络节点上的实函数——它表示节点相对于该信号传输的状态。我们提出了一个由这些指数满足的流型方程,这使我们能够统一描述其演变的数学公式的编写方法,并为信息流通过程的全局评估定义新的指数。我们将注意力集中在通过Twitter传播信息上,表明PageRank是满足流量方程的指数的一个基本例子,并且我们可以使用流量方程以建设性的方式生成新的有意义的指数。
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A FLOW EQUATION FOR DYNAMIC GRAPH CONTROL: APPLICATIONS TO SOCIAL NETWORK ANALYSIS
Consider a model of information propagation through a network based on time- dependent directed graphs. Let us consider a pulse that starts at any node and an index—a real function acting on the nodes of the network—that represents the state of a node with respect to the transit of this signal. We present a flow-type equation to be satisfied by these indices, which allows us to unify the method for writing the mathematical formulas describing their evolution, and also to define new indices for global evaluation of the information circulation process. We focus our attention on the dissemination of information through Twitter, showing that PageRank is a basic example of index satisfying the flow equation, and also that we can use the flow equation to generate new meaningful indices in a constructive way.
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