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Application of multi-task transfer learning: The combination of EA and optimized subband regularized CSP to classification of 8-channel EEG signals with small dataset

INTRODUCTION: The volume conduction effect and high dimensional characteristics triggered by the excessive number of channels of EEG cap-acquired signals in BCI systems can increase the difficulty of classifying EEG signals and the lead time of signal acquisition. We aim to combine transfer learning...

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Detalles Bibliográficos
Autores principales: Long, Taixue, Wan, Min, Jian, Wenjuan, Dai, Honghui, Nie, Wenbing, Xu, Jianzhong
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10089123/
https://www.ncbi.nlm.nih.gov/pubmed/37056962
http://dx.doi.org/10.3389/fnhum.2023.1143027