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An empirical comparison of deep learning explainability approaches for EEG using simulated ground truth

Recent advancements in machine learning and deep learning (DL) based neural decoders have significantly improved decoding capabilities using scalp electroencephalography (EEG). However, the interpretability of DL models remains an under-explored area. In this study, we compared multiple model explan...

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Detalles Bibliográficos
Autores principales: Sujatha Ravindran, Akshay, Contreras-Vidal, Jose
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10584975/
https://www.ncbi.nlm.nih.gov/pubmed/37853010
http://dx.doi.org/10.1038/s41598-023-43871-8