Complex network analysis of time series

被引:251
作者
Gao, Zhong-Ke [1 ]
Small, Michael [2 ]
Kurths, Juergen [3 ,4 ,5 ]
机构
[1] Tianjin Univ, Sch Elect & Informat Engn, Tianjin 300072, Peoples R China
[2] Univ Western Australia, Sch Math & Stat, Crawley, WA 6009, Australia
[3] Potsdam Inst Climate Impact Res, Telegraphenberg A 31, D-14473 Potsdam, Germany
[4] Humboldt Univ, Dept Phys, D-12489 Berlin, Germany
[5] Univ Aberdeen, Inst Complex Syst & Math Biol, Aberdeen AB24 3UE, Scotland
基金
中国国家自然科学基金;
关键词
VISIBILITY GRAPH; BRAIN-NETWORK; RECURRENCE; PATTERNS; TRANSITION; DYNAMICS; CONNECTIVITY; ORGANIZATION; BEHAVIOR; SIGNALS;
D O I
10.1209/0295-5075/116/50001
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
Revealing complicated behaviors from time series constitutes a fundamental problem of continuing interest and it has attracted a great deal of attention from a wide variety of fields on account of its significant importance. The past decade has witnessed a rapid development of complex network studies, which allow to characterize many types of systems in nature and technology that contain a large number of components interacting with each other in a complicated manner. Recently, the complex network theory has been incorporated into the analysis of time series and fruitful achievements have been obtained. Complex network analysis of time series opens up new venues to address interdisciplinary challenges in climate dynamics, multiphase flow, brain functions, ECG dynamics, economics and traffic systems. Copyright (C) EPLA, 2016
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页数:7
相关论文
共 103 条
[1]   Improved visibility graph fractality with application for the diagnosis of Autism Spectrum Disorder [J].
Ahmadlou, Mehran ;
Adeli, Hojjat ;
Adeli, Amir .
PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 2012, 391 (20) :4720-4726
[2]   New diagnostic EEG markers of the Alzheimer's disease using visibility graph [J].
Ahmadlou, Mehran ;
Adeli, Hojjat ;
Adeli, Anahita .
JOURNAL OF NEURAL TRANSMISSION, 2010, 117 (09) :1099-1109
[3]   Statistical mechanics of complex networks [J].
Albert, R ;
Barabási, AL .
REVIEWS OF MODERN PHYSICS, 2002, 74 (01) :47-97
[4]  
[Anonymous], 2010, Complex networks: structure, robustness and function
[5]  
[Anonymous], 2008, Dynamical Processes on Complex Networks
[6]   Using complex networks towards information retrieval and diagnostics in multidimensional imaging [J].
Banerjee, Soumya Jyoti ;
Azharuddin, Mohammad ;
Sen, Debanjan ;
Savale, Smruti ;
Datta, Himadri ;
Dasgupta, Anjan Kr ;
Roy, Soumen .
SCIENTIFIC REPORTS, 2015, 5
[7]   Emergence of scaling in random networks [J].
Barabási, AL ;
Albert, R .
SCIENCE, 1999, 286 (5439) :509-512
[8]   Electroencephalographic Data Analysis With Visibility Graph Technique for Quantitative Assessment of Brain Dysfunction [J].
Bhaduri, Susmita ;
Ghosh, Dipak .
CLINICAL EEG AND NEUROSCIENCE, 2015, 46 (03) :218-223
[9]   Interdisciplinary and physics challenges of network theory [J].
Bianconi, Ginestra .
EPL, 2015, 111 (05)
[10]   Complex networks: Structure and dynamics [J].
Boccaletti, S. ;
Latora, V. ;
Moreno, Y. ;
Chavez, M. ;
Hwang, D. -U. .
PHYSICS REPORTS-REVIEW SECTION OF PHYSICS LETTERS, 2006, 424 (4-5) :175-308