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| Titel |
Complex network approach for recurrence analysis of time series |
| VerfasserIn |
Norbert Marwan, Jonathan Donges, Yong Zou, Reik Donner, Jürgen Kurths |
| Konferenz |
EGU General Assembly 2010
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| Medientyp |
Artikel
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| Sprache |
Englisch
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| Digitales Dokument |
PDF |
| Erschienen |
In: GRA - Volume 12 (2010) |
| Datensatznummer |
250033065
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| Zusammenfassung |
| We propose a novel approach for analysing time series using complex network theory. We
identify the recurrence matrix (calculated from time series) with the adjacency matrix of a
complex network and apply measures for the characterisation of complex networks
to this recurrence matrix. We illustrate similarities and differences between the
recurrence quantification analysis and the complex network analysis. By using the
logistic map, we demonstrate the potential of the complex network measures for the
detection of dynamical transitions. Finally, we apply the proposed approach to a
marine palaeo-climate record and identify the subtle changes to the climate regime. |
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