论文标题
Pagerank的公理表征
Axiomatic Characterization of PageRank
论文作者
论文摘要
本文研究了识别网络中最重要的节点的基本问题。我们在此问题上使用公理方法。具体而言,我们提出了六个简单的属性,并证明Pagerank是满足所有这些的唯一中心度度量。我们的工作为Pagerank提供了新的概念和理论基础,可用于确定此中心度度量在特定应用中的适用性。
This paper examines the fundamental problem of identifying the most important nodes in a network. We use an axiomatic approach to this problem. Specifically, we propose six simple properties and prove that PageRank is the only centrality measure that satisfies all of them. Our work gives new conceptual and theoretical foundations of PageRank that can be used to determine suitability of this centrality measure in specific applications.