EEGSym: Overcoming Inter-Subject Variability in Motor Imagery Based BCIs With Deep Learning

Author:

Perez-Velasco Sergio1ORCID,Santamaria-Vazquez Eduardo1ORCID,Martinez-Cagigal Victor1ORCID,Marcos-Martinez Diego1ORCID,Hornero Roberto1ORCID

Affiliation:

1. Biomedical Engineering Group (GIB), E.T.S Ingenieros de Telecomunicación, University of Valladolid, Valladolid, Spain

Funder

‘Ministerio de Ciencia e Innovación/Agencia Estatal de Investigación’ and European Regional Development Fund (ERDF) ‘A way of making Europe’

European Commission and ERDF through the R+D+i Project ‘Análisis y Correlación Entre la Epigenética y la Actividad Cerebral Para Evaluar el Riesgo de Migraña Crónica y Episódica en Mujeres’

CIBER de Bioingeniería, Biomateriales y Nanomedicina, Instituto de Salud Carlos III

Instituto de Salud Carlos III

Sergio Pérez-Velasco, Eduardo Santamaría-Vázquez, and Diego Marcos-Martínez

PIF Grant from the ’Consejería de educación de la Junta de Castilla y León

Publisher

Institute of Electrical and Electronics Engineers (IEEE)

Subject

Biomedical Engineering,General Neuroscience,Internal Medicine,Rehabilitation

Reference49 articles.

1. Mindfulness Improves Brain–Computer Interface Performance by Increasing Control Over Neural Activity in the Alpha Band

2. A large electroencephalographic motor imagery dataset for electroencephalographic brain computer interfaces;kaya;Data Science Journal,2018

3. Densely Connected Convolutional Networks

4. Thinker invariance: enabling deep neural networks for BCI across more people

5. Attention is all you need;vaswani;Proc Adv Neural Inf Process Syst (NIPS),2017

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