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Counterfactual Explanation of Brain Activity Classifiers Using Image-To-Image Transfer by Generative Adversarial Network

Deep neural networks (DNNs) can accurately decode task-related information from brain activations. However, because of the non-linearity of DNNs, it is generally difficult to explain how and why they assign certain behavioral tasks to given brain activations, either correctly or incorrectly. One of...

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Detalles Bibliográficos
Autores principales: Matsui, Teppei, Taki, Masato, Pham, Trung Quang, Chikazoe, Junichi, Jimura, Koji
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8966478/
https://www.ncbi.nlm.nih.gov/pubmed/35369003
http://dx.doi.org/10.3389/fninf.2021.802938