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

来源：

IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING | 1998年 / 45卷 / 09期

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

页码：1186 / 1191

页数：6

共 50 条

[21] PHYSIOLOGICAL ANALYSIS OF SIGNAL TRANSDUCTION IN PHOTOMORPHOGENESIS
SCHAFER, E
LOSER, G
HEIM, B
BERICHTE DER DEUTSCHEN BOTANISCHEN GESELLSCHAFT, 1984, 96 (04): : 497 - 509
[22] Fuzzy Filtering for Physiological Signal Analysis
Kumar, Mohit
Weippert, Matthias
Arndt, Dagmar
Kreuzfeld, Steffi
Thurow, Kerstin
Stoll, Norbert
Stoll, Regina
IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2010, 18 (01) : 208 - 216
[23] Homeodynamic complexity: multifractal analysis of physiological instability
A Ercole
SM Bishop
SI Yarham
VU Navapurkar
DK Menon
Critical Care, 16 (Suppl 1):
[24] Analysis of the Complexity Measures in the EEG of Schizophrenia Patients
Akar, S. Akdemir
Kara, S.
Latifoglu, F.
Bilgic, V.
INTERNATIONAL JOURNAL OF NEURAL SYSTEMS, 2016, 26 (02)
[25] AN ANALYSIS OF COMPLEXITY MEASURES FOR PRODUCT DESIGN AND DEVELOPMENT
Crespo-Varela, Josue R.
Kremer, Guel E. Okudan
Tucker, Conrad S.
Medina, Lourdes A.
PROCEEDINGS OF THE ASME INTERNATIONAL DESIGN ENGINEERING TECHNICAL CONFERENCES AND COMPUTERS AND INFORMATION IN ENGINEERING CONFERENCE 2012, VOL 3, PTS A AND B, 2012, : 523 - +
[26] Introducing complexity measures in nonlinear physiological signals: application to robust speech recognition
Rufiner, HL
Torres, ME
Gamero, L
Milone, DH
PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 2004, 332 : 496 - 508
[27] Information Geometry, Complexity Measures and Data Analysis
Amigo, Jose M.
Tempesta, Piergiulio
ENTROPY, 2022, 24 (12)
[28] A Correlation Analysis between Halstead Complexity Measures and other Software Measures
Coimbra, Rodrigo Tavares
de Resende, Antonio Maria P.
Terra, Ricardo
2018 XLIV LATIN AMERICAN COMPUTER CONFERENCE (CLEI 2018), 2018, : 31 - 39
[29] THE ANALYSIS OF PHYSIOLOGICAL REPEATED MEASURES IN TWIN DESIGNS
MOLENAAR, PCM
BOOMSMA, DI
NIEUWBOER, RT
PSYCHOPHYSIOLOGY, 1987, 24 (05) : 602 - 602
[30] COMPLEXITY ANALYSIS OF WAVELET SIGNAL DECOMPOSITION AND RECONSTRUCTION
KOC, CK
CHEN, GR
CHUI, CK
IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS, 1994, 30 (03) : 910 - 918

← 1 2 3 4 5 →