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Multiclass Classification of Visual Electroencephalogram Based on Channel Selection, Minimum Norm Estimation Algorithm, and Deep Network Architectures.

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第一作者： Tat'y,Mwata-Velu

第一单位： Robotics and Mechatronics Lab, Centro de Investigación en Computación, Instituto Politécnico Nacional (CIC-IPN), Avenida Juan de Dios Bátiz esquina Miguel Othón de Mendizábal Colonia Nueva Industrial, Vallejo CP, Gustavo A. Madero, Mexico City 07738, Mexico.;Section Électricité, Institut Supérieur Pédagogique Technique de Kinshasa (I.S.P.T.-KIN), Av. de la Science 5, Gombe, Kinshasa 03287, Democratic Republic of the Congo.;Telematics and Digital Signal Processing Research Groups (CAs), Department of Electronics Engineering, Universidad de Guanajuato, Salamanca 36885, Mexico.

作者： Tat'y,Mwata-Velu ^[1] ; Erik,Zamora ^[2] ; Juan Irving,Vasquez-Gomez ^[3] ; Jose,Ruiz-Pinales ^[4] ; Humberto,Sossa ^[2]

作者单位： Robotics and Mechatronics Lab, Centro de Investigación en Computación, Instituto Politécnico Nacional (CIC-IPN), Avenida Juan de Dios Bátiz esquina Miguel Othón de Mendizábal Colonia Nueva Industrial, Vallejo CP, Gustavo A. Madero, Mexico City 07738, Mexico.;Section Électricité, Institut Supérieur Pédagogique Technique de Kinshasa (I.S.P.T.-KIN), Av. de la Science 5, Gombe, Kinshasa 03287, Democratic Republic of the Congo.;Telematics and Digital Signal Processing Research Groups (CAs), Department of Electronics Engineering, Universidad de Guanajuato, Salamanca 36885, Mexico. ^[1] Robotics and Mechatronics Lab, Centro de Investigación en Computación, Instituto Politécnico Nacional (CIC-IPN), Avenida Juan de Dios Bátiz esquina Miguel Othón de Mendizábal Colonia Nueva Industrial, Vallejo CP, Gustavo A. Madero, Mexico City 07738, Mexico. ^[2] Centro de Innovación y Desarrollo Tecnológico en Cómputo, Instituto Politécnico Nacional, Avenida Juan de Dios Bátiz esquina Miguel Othón de Mendizábal Colonia Nueva Industrial, Gustavo A. Madero, Mexico City 07738, Mexico. ^[3] Telematics and Digital Signal Processing Research Groups (CAs), Department of Electronics Engineering, Universidad de Guanajuato, Salamanca 36885, Mexico. ^[4]

关键词 EEGNet brain–computer interfaces (BCIs)convolutional neural network (CNN)long short-term memory (LSTM)minimum-norm estimate (MNE)mutual information (MutIn)visual EEG classification

医学主题词脑电描记术(Electroencephalography);人类(Humans);算法(Algorithms);信号处理, 计算机辅助(Signal Processing, Computer-Assisted)

DOI 10.3390/s24123968

PMID 38931751

发布时间 2024-06-29

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