Stochastic complexity measures for physiological signal analysis

被引:192
|
作者
Rezek, IA [1 ]
Roberts, SJ [1 ]
机构
[1] Univ London Imperial Coll Sci Technol & Med, Dept Elect & Elect Engn, London SW7 2BT, England
关键词
approximate entropy; autoregressive (AR) model order; spectral entropy (SE); state-space embedding; stochastic complexity;
D O I
10.1109/10.709563
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
Traditional feature extraction methods describe signals in terms of amplitude and frequency. This paper takes a paradigm shift and investigates four stochastic-complexity features. Their advantages are demonstrated on synthetic and physiological signals; the latter recorded during periods of Cheyne-Stokes respiration, anesthesia, sleep, and motor-cortex investigation.
引用
收藏
页码:1186 / 1191
页数:6
相关论文
共 50 条
  • [1] Measures of complexity in signal analysis
    Kurths, J
    Schwarz, U
    Witt, A
    Krampe, RT
    Abel, M
    CHAOTIC, FRACTAL, AND NONLINEAR SIGNAL PROCESSING, 1996, (375): : 33 - 54
  • [2] The Complexity Analysis of Physiological Mental Ftigue EEG Signal
    Zhang Lian-Yi
    2011 INTERNATIONAL CONFERENCE ON FUTURE COMPUTER SCIENCE AND APPLICATION (FCSA 2011), VOL 1, 2011, : 506 - 509
  • [3] Analysis of postural sway using entropy measures of signal complexity
    Sabatini, AM
    MEDICAL & BIOLOGICAL ENGINEERING & COMPUTING, 2000, 38 (06) : 617 - 624
  • [4] Analysis of postural sway using entropy measures of signal complexity
    A. M. Sabatini
    Medical and Biological Engineering and Computing, 2000, 38 : 617 - 624
  • [5] Entropy for the Complexity of Physiological Signal Dynamics
    Zhang, Xiaohua Douglas
    HEALTHCARE AND BIG DATA MANAGEMENT, 2017, 1028 : 39 - 53
  • [6] Characterizing the dynamics of stochastic bistable systems by measures of complexity
    Witt, A
    Neiman, A
    Kurths, J
    PHYSICAL REVIEW E, 1997, 55 (05) : 5050 - 5059
  • [7] Analysis of human tremor in patients with Parkinson Disease using entropy measures of signal complexity
    Gil, Lucia M.
    Nunes, Thiago P.
    Silva, Flavio H. S.
    Faria, Alvaro C. D.
    Melo, Pedro L.
    2010 ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY (EMBC), 2010, : 2786 - 2789
  • [8] COMPLEXITY MEASURES OF PSYCHOTIC BRAIN ACTIVITY IN THE FMRI SIGNAL
    Li, Qiang
    Seraji, Masoud
    Calhoun, Vince D.
    Iraji, Armin
    2024 IEEE SOUTHWEST SYMPOSIUM ON IMAGE ANALYSIS AND INTERPRETATION, SSIAI, 2024, : 9 - 12
  • [9] Complexity and irreversibility in stochastic analysis
    Hida, T
    CHAOS SOLITONS & FRACTALS, 2001, 12 (14-15) : 2859 - 2863
  • [10] The Study of Driving Simulator Validation for Physiological Signal Measures
    Li, Jiahui
    Zhao, Xiaohua
    Xu, Shili
    Ma, Jianming
    Rong, Jian
    INTELLIGENT AND INTEGRATED SUSTAINABLE MULTIMODAL TRANSPORTATION SYSTEMS PROCEEDINGS FROM THE 13TH COTA INTERNATIONAL CONFERENCE OF TRANSPORTATION PROFESSIONALS (CICTP2013), 2013, 96 : 2572 - 2583