Ambiguities in recurrence-based complex network representations of time series

被引:104
作者
Donner, Reik V. [1 ,2 ,3 ]
Zou, Yong [2 ]
Donges, Jonathan F. [2 ,4 ]
Marwan, Norbert [2 ]
Kurths, Juergen [2 ,4 ]
机构
[1] Max Planck Inst Phys Komplexer Syst, D-01187 Dresden, Germany
[2] Potsdam Inst Climate Impact Res, D-14412 Potsdam, Germany
[3] Tech Univ Dresden, Inst Transport & Econ, D-01187 Dresden, Germany
[4] Humboldt Univ, Dept Phys, D-12489 Berlin, Germany
来源
PHYSICAL REVIEW E | 2010年 / 81卷 / 01期
关键词
PLOTS;
D O I
10.1103/PhysRevE.81.015101
中图分类号
O35 [流体力学]; O53 [等离子体物理学];
学科分类号
070204 ; 080103 ; 080704 ;
摘要
Recently, different approaches have been proposed for studying basic properties of time series from a complex network perspective. In this work, the corresponding potentials and limitations of networks based on recurrences in phase space are investigated in some detail. We discuss the main requirements that permit a feasible system-theoretic interpretation of network topology in terms of dynamically invariant phase-space properties. Possible artifacts induced by disregarding these requirements are pointed out and systematically studied. Finally, a rigorous interpretation of the clustering coefficient and the betweenness centrality in terms of invariant objects is proposed.
引用
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页数:4
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