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Cauchy non-convex sparse feature selection method for the high-dimensional small-sample problem in motor imagery EEG decoding

INTRODUCTION: The time, frequency, and space information of electroencephalogram (EEG) signals is crucial for motor imagery decoding. However, these temporal-frequency-spatial features are high-dimensional small-sample data, which poses significant challenges for motor imagery decoding. Sparse regul...

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Detalles Bibliográficos
Autores principales: Zhang, Shaorong, Wang, Qihui, Zhang, Benxin, Liang, Zhen, Zhang, Li, Li, Linling, Huang, Gan, Zhang, Zhiguo, Feng, Bao, Yu, Tianyou
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10654780/
https://www.ncbi.nlm.nih.gov/pubmed/38027478
http://dx.doi.org/10.3389/fnins.2023.1292724