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Estimating and interpreting nonlinear receptive field of sensory neural responses with deep neural network models

Our understanding of nonlinear stimulus transformations by neural circuits is hindered by the lack of comprehensive yet interpretable computational modeling frameworks. Here, we propose a data-driven approach based on deep neural networks to directly model arbitrarily nonlinear stimulus-response map...

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Detalles Bibliográficos
Publicado en:eLife
Main Authors: Keshishian, Menoua, Akbari, Hassan, Khalighinejad, Bahar, Herrero, Jose L, Mehta, Ashesh D, Mesgarani, Nima
Formato: Artigo
Idioma:Inglês
Publicado: eLife Sciences Publications, Ltd 2020
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Acceso en liña:https://ncbi.nlm.nih.gov/pmc/articles/PMC7347387/
https://ncbi.nlm.nih.gov/pubmed/32589140
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.7554/eLife.53445
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