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Network dynamics: The World Wide Web

Posted on:2002-06-25Degree:Ph.DType:Thesis
University:Stanford UniversityCandidate:Adamic, Lada ArianaFull Text:PDF
GTID:2468390011997409Subject:Physics
Abstract/Summary:
Despite its rapidly growing and dynamic nature, the Web displays a number of strong regularities which can be understood by drawing on methods of statistical physics. This thesis finds power-law distributions in website sizes, traffic, and links, and more importantly, develops a stochastic theory which explains them. Power-law link distributions are shown to lead to network characteristics which are especially suitable for scalable localized search. It is also demonstrated that the Web is a “small world”: to reach one site from any other takes an average of only 4 hops, while most related sites cluster together. Additional dynamical properties of the Web graph are extracted from diffusion processes.
Keywords/Search Tags:Web
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