Navigating networks by using homophily and degree

Özgür Şimşek, David Jensen

Research output: Contribution to journalArticle

76 Citations (Scopus)

Abstract

Many large distributed systems can be characterized as networks where short paths exist between nearly every pair of nodes. These include social, biological, communication, and distribution networks, which often display power-law or small-world structure. A central challenge of distributed systems is directing messages to specific nodes through a sequence of decisions made by individual nodes without global knowledge of the network. We present a probabilistic analysis of this navigation problem that produces a surprisingly simple and effective method for directing messages. This method requires calculating only the product of the two measures widely used to summarize all local information. It outperforms prior approaches reported in the literature by a large margin, and it provides a formal model that may describe how humans make decisions in sociological studies intended to explore the social network as well as how they make decisions in more naturalistic settings.
Original languageEnglish
Pages (from-to)12758-12762
Number of pages5
JournalProceedings of the National Academy of Sciences
Volume105
Issue number35
DOIs
Publication statusPublished - 2 Sep 2008

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