Robust detection of dynamical change in scalp EEG

被引：0

作者：

Gailey, PC ^{[1
]}

Hively, LM ^{[1
]}

Protopopescu, VA ^{[1
]}

机构：

[1] Oak Ridge Natl Lab, Oak Ridge, TN 37831 USA

来源：

PROCEEDINGS OF THE 5TH EXPERIMENTAL CHAOS CONFERENCE | 2001年

关键词：

D O I：

10.1142/9789812811516_0017

中图分类号：

TM [电工技术]; TN [电子技术、通信技术];

学科分类号：

0808 ; 0809 ;

摘要：

We present a robust, model-independent technique for measuring changes in the dynamics underlying nonlinear time-serial data. We define indicators of dynamical change by comparing distribution functions on the attractor via LI-distance and chi (2) statistics. We apply the measures to scalp EEG data with the objective of capturing the transition between non-seizure and epileptic brain activity in a timely, accurate, and non-invasive mariner. We find a clear superiority of the new metrics in comparison to traditional nonlinear measures as discriminators of dynamical change.

引用

页码：171 / 177

页数：3

共 50 条

[41] Sugihara causality analysis of scalp EEG for detection of early Alzheimer's disease
McBride, Joseph C.
Zhao, Xiaopeng
Munro, Nancy B.
Jicha, Gregory A.
Schmitt, Frederick A.
Kryscio, Richard J.
Smith, Charles D.
Jiang, Yang
NEUROIMAGE-CLINICAL, 2015, 7 : 258 - 265
[42] Deep learning for detection of focal epileptiform discharges from scalp EEG recordings
Tjepkema-Cloostermans, Marleen C.
de Carvalho, Rafael C., V
van Putten, Michel J. A. M.
CLINICAL NEUROPHYSIOLOGY, 2018, 129 (10) : 2191 - 2196
[43] AUTOMATED DETECTION OF EPILEPTIC SEIZURES BASED ON SPATIOTEMPORAL DYNAMICS OF SCALP EEG SIGNALS
Kelly, Kevin M.
Shiau, Deng-Shan
Nair, S. P.
Inman, M.
Kern, T.
Sackellares, J. C.
EPILEPSIA, 2008, 49 : 16 - 17
[44] Nonconvulsive Epileptic Seizure Detection in Scalp EEG Using Multiway Data Analysis
Rodriguez Aldana, Yissel
Hunyadi, Borbala
Maranon Reyes, Enrique J.
Rodriguez Rodriguez, Valia
Van Huffel, Sabine
IEEE JOURNAL OF BIOMEDICAL AND HEALTH INFORMATICS, 2019, 23 (02) : 660 - 671
[45] On the Robust Parametric Detection of EEG Artifacts in Polysomnographic Recordings
H. Klekowicz
U. Malinowska
A. J. Piotrowska
D. Wołyńczyk-Gmaj
Sz. Niemcewicz
P. J. Durka
Neuroinformatics, 2009, 7 : 147 - 160
[46] On the Robust Parametric Detection of EEG Artifacts in Polysomnographic Recordings
Klekowicz, H.
Malinowska, U.
Piotrowska, A. J.
Wolynczyk-Gmaj, D.
Niemcewicz, Sz.
Durka, P. J.
NEUROINFORMATICS, 2009, 7 (02) : 147 - 160
[47] A robust adaptive denoising framework for real-time artifact removal in scalp EEG measurements
Kilicarslan, Atilla
Grossman, Robert G.
Contreras-Vidal, Jose Luis
JOURNAL OF NEURAL ENGINEERING, 2016, 13 (02)
[48] Physiological artifacts in scalp EEG and ear-EEG
Kappel, Simon L.
Looney, David
Mandic, Danilo P.
Kidmose, Preben
BIOMEDICAL ENGINEERING ONLINE, 2017, 16 : 103
[49] Some experiences with change detection in dynamical systems
Popescu, TD
KNOWLEDGE-BASED INTELLIGENT INFORMATION AND ENGINEERING SYSTEMS, PT 1, PROCEEDINGS, 2004, 3213 : 1220 - 1226
[50] Intracranial EEG substrates of scalp EEG interictal spikes
Tao, JX
Ray, A
Hawes-Ebersole, S
Ebersole, JS
EPILEPSIA, 2005, 46 (05) : 669 - 676

← 1 2 3 4 5 →