From fuzzy recurrence plots to scalable recurrence networks of time series

被引:20
|
作者
Pham, Tuan D. [1 ]
机构
[1] Linkoping Univ, Dept Biomed Engn, S-58183 Linkoping, Sweden
关键词
COMPLEX NETWORKS; VISIBILITY GRAPH; DYNAMICS; SCALES;
D O I
10.1209/0295-5075/118/20003
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
Recurrence networks, which are derived from recurrence plots of nonlinear time series, enable the extraction of hidden features of complex dynamical systems. Because fuzzy recurrence plots are represented as grayscale images, this paper presents a variety of texture features that can be extracted from fuzzy recurrence plots. Based on the notion of fuzzy recurrence plots, defuzzified, undirected, and unweighted recurrence networks are introduced. Network measures can be computed for defuzzified recurrence networks that are scalable to meet the demand for the network-based analysis of big data. Copyright (C) EPLA, 2017
引用
收藏
页数:6
相关论文
共 50 条
  • [41] Multiscale recurrence plot and recurrence quantification analysis for financial time series
    Yi Yin
    Pengjian Shang
    Nonlinear Dynamics, 2016, 85 : 2309 - 2352
  • [42] RECURRENCE PLOTS FOR SYMBOLIC SEQUENCES
    Faure, Philippe
    Lesne, Annick
    INTERNATIONAL JOURNAL OF BIFURCATION AND CHAOS, 2010, 20 (06): : 1731 - 1749
  • [43] Analysis of the Recurrence of Noisy Time Series
    Rusakov A.V.
    Medvinsky A.V.
    Nurieva N.I.
    Biophysics, 2018, 63 (4) : 590 - 595
  • [44] A historical review of recurrence plots
    Marwan, N.
    EUROPEAN PHYSICAL JOURNAL-SPECIAL TOPICS, 2008, 164 (1): : 3 - 12
  • [45] A historical review of recurrence plots
    N. Marwan
    The European Physical Journal Special Topics, 2008, 164 : 3 - 12
  • [46] Line structures in recurrence plots
    Marwan, N
    Kurths, J
    PHYSICS LETTERS A, 2005, 336 (4-5) : 349 - 357
  • [47] On the structures and quantification of recurrence plots
    Gao, JB
    Cai, HQ
    PHYSICS LETTERS A, 2000, 270 (1-2) : 75 - 87
  • [48] A new similarity measurement method for time series based on image fusion of recurrence plots and wavelet scalogram
    Yin, Jiancheng
    Zhuang, Xuye
    Sui, Wentao
    Sheng, Yunlong
    Yang, Yuantao
    ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE, 2024, 129
  • [49] Entropy of weighted recurrence plots
    Eroglu, Deniz
    Peron, Thomas K. D. M.
    Marwan, Nobert
    Rodrigues, Francisco A.
    Costa, Luciano da F.
    Sebek, Michael
    Kiss, Istvan Z.
    Kurths, Juergen
    PHYSICAL REVIEW E, 2014, 90 (04):
  • [50] Observations of deterministic chaos in financial time series by recurrence plots, can one control chaotic economy?
    J.A. Hołyst
    M. Żebrowska
    K. Urbanowicz
    The European Physical Journal B - Condensed Matter and Complex Systems, 2001, 20 : 531 - 535