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Titel Complex networks from multivariate time series
VerfasserIn Milan Palus, David Hartman, Martin Vejmelka
Konferenz EGU General Assembly 2010
Medientyp Artikel
Sprache Englisch
Digitales Dokument PDF
Erschienen In: GRA - Volume 12 (2010)
Datensatznummer 250044375
 
Zusammenfassung
Technical issues related to construction of complex networks from multivariate time series are discussed, namely the definition of network edges using dependence measures estimated from pairs of time series. The estimated connectivity patterns may depend on choices of dependence measures, whether they are linear or nonlinear, global or scale/frequency-dependent. Establishing a uniform threshold, or using statistical testing in order to define an existence of an edge is also an important choice influencing the resulted network. Examples are presented using climate networks obtained using near-surface air temperature grid from NCEP/NCAR reanalysis data. This study is supported by the GA AS CR project No. IAA300420805.