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  • 标题:Quantifying the effect of temporal resolution on time-varying networks
  • 本地全文:下载
  • 作者:Bruno Ribeiro ; Nicola Perra ; Andrea Baronchelli
  • 期刊名称:Scientific Reports
  • 电子版ISSN:2045-2322
  • 出版年度:2013
  • 卷号:3
  • DOI:10.1038/srep03006
  • 出版社:Springer Nature
  • 摘要:Time-varying networks describe a wide array of systems whose constituents and interactions evolve over time. They are defined by an ordered stream of interactions between nodes, yet they are often represented in terms of a sequence of static networks, each aggregating all edges and nodes present in a time interval of size Δ t . In this work we quantify the impact of an arbitrary Δ t on the description of a dynamical process taking place upon a time-varying network. We focus on the elementary random walk, and put forth a simple mathematical framework that well describes the behavior observed on real datasets. The analytical description of the bias introduced by time integrating techniques represents a step forward in the correct characterization of dynamical processes on time-varying graphs.
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