Recent Advances in Bridging Time Series and Complex Networks

被引:0
|
作者
Li, Xiang [1 ]
Liu, Xin [1 ]
Tse, Chi K. [2 ]
机构
[1] Fudan Univ, Dept Elect Engn, Shanghai 200433, Peoples R China
[2] Hong Kong Polytech Univ, Elect & Informat Engn Dept, Hong Kong, Hong Kong, Peoples R China
关键词
DYNAMICS;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
This paper reviews the recent advances in bridging time series analysis and complex network theory. We first introduce the main representative approaches of mapping time series into complex networks with their potential and advantages in applications in a variety of fields, and also report the latest methods to feature complex networks with typical time series after multi-scaling transformation, and to estimate and identify the uncertain connectivity of a complex network. As an example, we show an amplitude-temporal method to fast detect arrhythmia with the indicator of the average degree of associated networks.
引用
收藏
页码:2505 / 2508
页数:4
相关论文
共 50 条
  • [22] Detecting Time Series Periodicity Using Complex Networks
    Ferreira, Leonardo N.
    Zhao, Liang
    2014 BRAZILIAN CONFERENCE ON INTELLIGENT SYSTEMS (BRACIS), 2014, : 402 - 407
  • [23] Nonlinear time series analysis by means of complex networks
    Zou Yong
    Donner, Reik, V
    Marwan, Norbert
    Donges, Jonathan F.
    Kurths, Jurgen
    SCIENTIA SINICA-PHYSICA MECHANICA & ASTRONOMICA, 2020, 50 (01)
  • [24] From time series to complex networks:: The visibility graph
    Lacasa, Lucas
    Luque, Bartolo
    Ballesteros, Fernando
    Luque, Jordi
    Nuno, Juan Carlos
    PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2008, 105 (13) : 4972 - 4975
  • [25] Dynamic heteroscedasticity of time series interpreted as complex networks
    An, Sufang
    Gao, Xiangyun
    Jiang, Meihui
    Feng, Sida
    Wang, Xinya
    Wen, Shaobo
    CHAOS, 2020, 30 (02)
  • [26] Complex networks from time series: capturing dynamics
    Small, Michael
    2013 IEEE INTERNATIONAL SYMPOSIUM ON CIRCUITS AND SYSTEMS (ISCAS), 2013, : 2509 - 2512
  • [27] SOME RECENT TRENDS IN EMBEDDINGS OF TIME SERIES AND DYNAMIC NETWORKS
    Tjostheim, Dag
    Jullum, Martin
    Loland, Anders
    JOURNAL OF TIME SERIES ANALYSIS, 2023, 44 (5-6) : 686 - 709
  • [28] Bridging Time Series Dynamics and Complex Network Theory with Application to Electrocardiogram Analysis
    Li, Xiang
    Yang, Dong
    Liu, Xin
    Wu, Xiao-Mei
    IEEE CIRCUITS AND SYSTEMS MAGAZINE, 2012, 12 (04) : 33 - 46
  • [29] Recent advances in SAR interferometry time series analysis for measuring crustal deformation
    Delft University of Technology, Netherlands
    Tectonophysics, (1-13):
  • [30] Recent advances in SAR interferometry time series analysis for measuring crustal deformation
    Hooper, Andrew
    Bekaert, David
    Spaans, Karsten
    Arikan, Mahmut
    TECTONOPHYSICS, 2012, 514 : 1 - 13