Motor imagery EEG signal classification with a multivariate time series approach

被引:0
作者
I. Velasco
A. Sipols
C. Simon De Blas
L. Pastor
S. Bayona
机构
[1] Rey Juan Carlos University,Department of Computer Science and Statistics
[2] Rey Juan Carlos University,Department of Applied Mathematics, Science and Engineering of Materials and Electronic Technology
[3] Universidad Politecnica de Madrid,Center for Computational Simulation
来源
BioMedical Engineering OnLine | / 22卷
关键词
EEG; Classification; Multi-resolution; Multi-variate time series; Discrete Wavelet Transform (DWT);
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[1]  
Acharya RU(2018)Deep convolutional neural network for the automated detection and diagnosis of seizure using EEG signals Comput Biol Med 100 270-278
[2]  
Oh SL(2012)Diagnosis of epilepsy from electroencephalography signals using multilayer perceptron and Elman artificial neural networks and wavelet transform J Med Syst 36 1-13
[3]  
Hagiwara Y(2013)Automated EEG analysis of epilepsy: a review Knowl Based Syst 45 147-165
[4]  
Tan JH(2005)EEG in the diagnosis classification and management of patients with epilepsy J Neurol Neurosurg Psychiatry 76 2-7
[5]  
Adeli H(2015)Automated identification of abnormal adult EEGs IEEE Signal Process Med Biol Symp. 32 15857-15868
[6]  
Işik H(2020)A deep convolutional neural network model for automated identification of abnormal EEG signals Neural Comput Appl 161 342-350
[7]  
Sezer E(2016)Application and comparison of classification algorithms for recognition of Alzheimer’s disease in electrical brain activity (EEG) J Neurosci Methods. 47 266-275
[8]  
Rajendra Acharya U(2016)Protocol design challenges in the detection of awareness in aware subjects using EEG signals Clinical EEG Neurosci 19 2854-324
[9]  
Vinitha Sree S(2019)Motor imagery EEG classification using capsule networks Sensors 43 317-2094
[10]  
Swapna G(2022)Brain-computer interface speller system for alternative communication: a review IRBM 378 2088-326