DISCRIMINATION OF TASK-RELATED EEG SIGNALS USING DIFFUSION ADAPTATION AND S-TRANSFORM COHERENCY

被引：0

作者：

Eftaxias, Konstantinos ^{[1
]}

Sanei, Saeid ^{[1
]}

机构：

[1] Univ Surrey, Fac Engn & Phys Sci, Guildford, Surrey, England

来源：

2014 IEEE INTERNATIONAL WORKSHOP ON MACHINE LEARNING FOR SIGNAL PROCESSING (MLSP) | 2014年

关键词：

Diffusion adaptation; brain connectivity; S-transform; diffusion Kalman filtering;

D O I：

暂无

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

This work presents a novel approach for discriminating complex mental and motor tasks using diffusion adaptation and brain connectivity measures. In particular, in this paper, we use a S-transform based measure to estimate the connectivity on single-trial basis and diffusion Kalman filtering to train a model that can classify different tasks. The superiority of the method is proven when compared with solutions that don't rely on cooperation.

引用

页数：6

共 41 条

[31] Exploring Task-Related EEG for Cross-Subject Early Alzheimer's Disease Susceptibility Prediction in Middle-Aged Adults Using Multitaper Spectral Analysis
Li, Ziyang
Wang, Hong
Song, Jianing
Gong, Jiale
SENSORS, 2025, 25 (01)
[32] Task- related functional connectivity in autism spectrum conditions: an EEG study using wavelet transform coherence
Catarino, Ana
Andrade, Alexandre
Churches, Owen
Wagner, Adam P.
Baron-Cohen, Simon
Ring, Howard
MOLECULAR AUTISM, 2013, 4
[33] Detection of Parkinson's disease using automated tunable Q wavelet transform technique with EEG signals
Khare, Smith K.
Bajaj, Varun
Acharya, U. Rajendra
BIOCYBERNETICS AND BIOMEDICAL ENGINEERING, 2021, 41 (02) : 679 - 689
[34] A New Approach Based on S-transform for Discrimination and Classification of Inrush Current from Internal Fault Currents Using Probabilistic Neural Network
Moravej, Z.
Abdoos, A. A.
Sanaye-Pasand, M.
ELECTRIC POWER COMPONENTS AND SYSTEMS, 2010, 38 (10) : 1194 - 1210
[35] Efficient phase estimation for the classification of digitally phase modulated signals using the cross-WVD: a performance evaluation and comparison with the S-transform
Mei, Chee Yen
Sha'ameri, Ahmad Zuri
Boashash, Boualem
EURASIP JOURNAL ON ADVANCES IN SIGNAL PROCESSING, 2012,
[36] Efficient phase estimation for the classification of digitally phase modulated signals using the cross-WVD: a performance evaluation and comparison with the S-transform
Chee Yen Mei
Ahmad Zuri Sha'ameri
Boualem Boashash
EURASIP Journal on Advances in Signal Processing, 2012
[37] Instantaneous frequency estimation for wheelset bearings weak fault signals using second-order synchrosqueezing S-transform with optimally weighted sliding window
Lin, Rongye
Liu, Zhiwen
Jin, Yulin
ISA TRANSACTIONS, 2021, 115 : 218 - 233
[38] Detection of Parkinson's disease from EEG signals using discrete wavelet transform, different entropy measures, and machine learning techniques
Aljalal, Majid
Aldosari, Saeed A.
Molinas, Marta
AlSharabi, Khalil
Alturki, Fahd A.
SCIENTIFIC REPORTS, 2022, 12 (01):
[39] Detection of Parkinson’s disease from EEG signals using discrete wavelet transform, different entropy measures, and machine learning techniques
Majid Aljalal
Saeed A. Aldosari
Marta Molinas
Khalil AlSharabi
Fahd A. Alturki
Scientific Reports, 12 (1)
[40] Changes in the EEG spectral power during dual-task walking with aging and Parkinson’s disease: initial findings using Event-Related Spectral Perturbation analysis
Daniel Possti
Firas Fahoum
Ronen Sosnik
Nir Giladi
Jeffrey M. Hausdorff
Anat Mirelman
Inbal Maidan
Journal of Neurology, 2021, 268 : 161 - 168

← 1 2 3 4 5 →