From time series to complex networks: The visibility graph

Universidad Politécnica de Madrid · Universitat de València · +1 more institution

PubMed
Indexed inarxivcrossrefpubmed

Abstract

In this work we present a simple and fast computational method, the visibility algorithm, that converts a time series into a graph. The constructed graph inherits several properties of the series in its structure. Thereby, periodic series convert into regular graphs, and random series do so into random graphs. Moreover, fractal series convert into scale-free networks, enhancing the fact that power law degree distributions are related to fractality, something highly discussed recently. Some remarkable examples and analytical tools are outlined to test the method's reliability. Many different measures, recently developed in the complex network theory, could by means of this new approach characterize time series…

Citation impact

1,796
total citations
FWCI
21.10
Percentile
100%
References
23
Citations per year

Authors

5

Topics & keywords

Keywords
  • Visibility graph
  • Series (stratigraphy)
  • Random graph
  • Complex network
  • Fractal
  • Computer science
  • Geometric series
  • Graph theory
UN Sustainable Development Goals
  • Peace, Justice and strong institutions
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