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
  • [1] Fuzzy weighted recurrence networks of time series Chock
    Pham, Tuan D.
    PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 2019, 513 : 409 - 417
  • [2] Fuzzy recurrence plots
    Pham, T. D.
    EPL, 2016, 116 (05)
  • [3] Recurrence plots and financial time series analysis
    Antoniou, Antonios
    Vorlow, Costas
    Neural Network World, 2000, 10 (01) : 131 - 145
  • [4] Applying recurrence plots to classify time series
    Kirichenko, Lyudmyla
    Radivilova, Tamara
    Stepanenko, Juliia
    COLINS 2021: COMPUTATIONAL LINGUISTICS AND INTELLIGENT SYSTEMS, VOL I, 2021, 2870
  • [5] Recovering smooth dynamics from time series with the aid of recurrence plots
    Atay, FM
    Altintas, Y
    PHYSICAL REVIEW E, 1999, 59 (06): : 6593 - 6598
  • [6] Visualization of coupling in time series by order recurrence plots
    Groth, A
    PHYSICAL REVIEW E, 2005, 72 (04):
  • [7] Classification of Fractal Time Series Using Recurrence Plots
    Kirichenko, Lyudmyla
    Radivilova, Tamara
    Bulakh, Vitalii
    2018 INTERNATIONAL SCIENTIFIC-PRACTICAL CONFERENCE: PROBLEMS OF INFOCOMMUNICATIONS SCIENCE AND TECHNOLOGY (PIC S&T), 2018, : 719 - 724
  • [8] Reproduction of distance matrices and original time series from recurrence plots and their applications
    Hirata, Yoshito
    Horai, Shunsuke
    Aihara, Kazuyuki
    EUROPEAN PHYSICAL JOURNAL-SPECIAL TOPICS, 2008, 164 (1): : 13 - 22
  • [9] Fuzzy cross and fuzzy joint recurrence plots
    Pham, Tuan D.
    PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 2020, 540
  • [10] Reproduction of distance matrices and original time series from recurrence plots and their applications
    Yoshito Hirata
    Shunsuke Horai
    Kazuyuki Aihara
    The European Physical Journal Special Topics, 2008, 164 : 13 - 22