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

[41] SIGNAL COMPLEXITY, RESPONSE COMPLEXITY, AND SIGNAL SPECIFICATION IN VIGILANCE
CHILDS, JM
HUMAN FACTORS, 1976, 18 (02) : 149 - 159
[42] ANALYSIS OF 5 MEASURES OF SENSATION SEEKING AND PREFERENCE FOR COMPLEXITY
LOOFT, WR
BARANOWSKI, MD
JOURNAL OF GENERAL PSYCHOLOGY, 1971, 85 (02): : 307 - +
[43] A FACTOR-ANALYSIS OF SOFTWARE COMPLEXITY-MEASURES
MATATOLEDO, RA
GUSTAFSON, DA
JOURNAL OF SYSTEMS AND SOFTWARE, 1992, 17 (03) : 267 - 273
[44] SOME COMPLEXITY-MEASURES IN THE QUALITATIVE CHROMATOGRAPHIC ANALYSIS
GRIGORIEVA, AN
UGOLEV, DA
SHEVCHENKO, ZA
VESTNIK LENINGRADSKOGO UNIVERSITETA SERIYA FIZIKA KHIMIYA, 1986, (03): : 84 - 91
[45] The Analysis of Software Complexity Using Stochastic Metric Selection
Pizzi, Nick J.
Demko, Aleksander B.
Pedrycz, Witold
JOURNAL OF PATTERN RECOGNITION RESEARCH, 2011, 6 (01): : 19 - 31
[46] Complexity Measures for the Analysis of SDG Interlinkages: A Methodological Approach
Pereira, Gabriel
Gonzalez, Arturo
Blanco, Gerardo
PROCEEDINGS OF THE 6TH INTERNATIONAL CONFERENCE ON COMPLEXITY, FUTURE INFORMATION SYSTEMS AND RISK (COMPLEXIS), 2021, : 13 - 24
[47] Compression-Complexity Measures for Analysis and Classification of Coronaviruses
Munagala, Naga Venkata Trinath Sai
Amanchi, Prem Kumar
Balasubramanian, Karthi
Panicker, Athira
Nagaraj, Nithin
ENTROPY, 2023, 25 (01)
[48] Aspects of Time Series Analysis with Entropies and Complexity Measures
Aiordachioaie, Dorel
Popescu, Theodor D.
2020 14TH INTERNATIONAL SYMPOSIUM ON ELECTRONICS AND TELECOMMUNICATIONS (ISETC), 2020, : 277 - 280
[49] Expected complexity analysis of stochastic direct-search
Dzahini, Kwassi Joseph
COMPUTATIONAL OPTIMIZATION AND APPLICATIONS, 2022, 81 (01) : 179 - 200
[50] Expected complexity analysis of stochastic direct-search
Kwassi Joseph Dzahini
Computational Optimization and Applications, 2022, 81 : 179 - 200

← 1 2 3 4 5 →