EEG signal classification using PCA, ICA, LDA and support vector machines

Tackling EEG signal classification with least squares support vector machines: A sensitivity analysis study

Computers in Biology and Medicine ◽

10.1016/j.compbiomed.2010.06.005 ◽

2010 ◽

Vol 40 (8) ◽

pp. 705-714 ◽

Cited By ~ 32

Author(s):

Clodoaldo A.M. Lima ◽

André L.V. Coelho ◽

Marcio Eisencraft

Keyword(s):

Sensitivity Analysis ◽

Support Vector Machines ◽

Least Squares ◽

Signal Classification ◽

Support Vector ◽

Eeg Signal ◽

Analysis Study ◽

Vector Machines ◽

An Investigation on Support Vector Machines and Wavelet Transform in Electroencephalogram Signal Classification

Medical Applications of Artificial Intelligence ◽

10.1201/b15618-11 ◽

2013 ◽

pp. 113-132

Keyword(s):

Wavelet Transform ◽

Support Vector Machines ◽

Signal Classification ◽

Support Vector ◽

Advances in Intelligent Systems and Computing - Proceedings of the International Conference on Advanced Intelligent Systems and Informatics 2016 ◽

EEG Signal Classification Using Neural Network and Support Vector Machine in Brain Computer Interface

10.1007/978-3-319-48308-5_24 ◽

2016 ◽

pp. 246-256 ◽

Cited By ~ 3

Author(s):

M. M. El Bahy ◽

M. Hosny ◽

Wael A. Mohamed ◽

Shawky Ibrahim

Keyword(s):

Neural Network ◽

Support Vector Machine ◽

Brain Computer Interface ◽

Signal Classification ◽

Computer Interface ◽

Support Vector ◽

Eeg Signal ◽

Proceedings of the 11th IEEE Signal Processing Workshop on Statistical Signal Processing (Cat. No.01TH8563) ◽

Nonstationary signal classification using support vector machines

10.1109/ssp.2001.955283 ◽

2002 ◽

Cited By ~ 3

Author(s):

A. Gretton ◽

M. Davy ◽

A. Doucet ◽

P.J.W. Rayner

Keyword(s):

Support Vector Machines ◽

Signal Classification ◽

Support Vector ◽

Nonstationary Signal ◽

Optimized support vector machines for nonstationary signal classification

IEEE Signal Processing Letters ◽

10.1109/lsp.2002.806070 ◽

2002 ◽

Vol 9 (12) ◽

pp. 442-445 ◽

Cited By ~ 26

Author(s):

M. Davy ◽

A. Gretton ◽

A. Doucet ◽

P.J.W. Rayner

Keyword(s):

Support Vector Machines ◽

Signal Classification ◽

Support Vector ◽

Nonstationary Signal ◽

EEG signal classification using universum support vector machine

Expert Systems with Applications ◽

10.1016/j.eswa.2018.03.053 ◽

2018 ◽

Vol 106 ◽

pp. 169-182 ◽

Cited By ~ 73

Author(s):

B. Richhariya ◽

M. Tanveer

Keyword(s):

Support Vector Machine ◽

Signal Classification ◽

Support Vector ◽

Eeg Signal ◽

Hydroacoustic Signal Classification Using Support Vector Machines

Signal and Image Processing for Remote Sensing, Second Edition ◽

10.1201/b11656-5 ◽

2012 ◽

pp. 37-56 ◽

Cited By ~ 1

Author(s):

Matthias Tuma ◽

Christian Igel ◽

Mark Prior

Keyword(s):

Support Vector Machines ◽

Signal Classification ◽

Support Vector ◽

Automatic EEG signal classification for epilepsy diagnosis with Relevance Vector Machines

Expert Systems with Applications ◽

10.1016/j.eswa.2009.01.022 ◽

2009 ◽

Vol 36 (6) ◽

pp. 10054-10059 ◽

Cited By ~ 45

Author(s):

Clodoaldo A.M. Lima ◽

André L.V. Coelho ◽

Sandro Chagas

Keyword(s):

Signal Classification ◽

Eeg Signal ◽

Relevance Vector Machines ◽

Vector Machines ◽

Epilepsy Diagnosis ◽

2020 8th International Conference on Information and Communication Technology (ICoICT) ◽

EEG Signal Classification for Alcoholic and Non-Alcoholic Person using Multilevel Wavelet Packet Entropy and Support Vector Machine

10.1109/icoict49345.2020.9166233 ◽

2020 ◽

Author(s):

Cahyantari Ekaputri ◽

Rahmat Widadi ◽

Achmad Rizal

Keyword(s):

Support Vector Machine ◽

Wavelet Packet ◽

Signal Classification ◽

Support Vector ◽

Eeg Signal ◽

EEG signal analysis using classification techniques: Logistic Regression, Artificial Neural Networks, Support Vector Machines, and Convolutional Neural Networks

Heliyon ◽

10.1016/j.heliyon.2021.e07258 ◽

2021 ◽

pp. e07258

Author(s):

Maria Camila Guerrero ◽

Juan Sebastián Parada ◽

Helbert Eduardo Espitia

Keyword(s):

Neural Networks ◽

Logistic Regression ◽

Artificial Neural Networks ◽

Support Vector Machines ◽

Convolutional Neural Networks ◽

Signal Analysis ◽

Support Vector ◽

Eeg Signal ◽

Vector Machines ◽

Eeg Signal Analysis