Version 1
: Received: 14 July 2022 / Approved: 15 July 2022 / Online: 15 July 2022 (07:39:15 CEST)
How to cite:
Depannemaecker, D.; Lopez, L.; Gauld, C. Does Deep Learning Have Epileptic Seizures? On the Modeling of the Brain. Preprints2022, 2022070229. https://doi.org/10.20944/preprints202207.0229.v1
Depannemaecker, D.; Lopez, L.; Gauld, C. Does Deep Learning Have Epileptic Seizures? On the Modeling of the Brain. Preprints 2022, 2022070229. https://doi.org/10.20944/preprints202207.0229.v1
Depannemaecker, D.; Lopez, L.; Gauld, C. Does Deep Learning Have Epileptic Seizures? On the Modeling of the Brain. Preprints2022, 2022070229. https://doi.org/10.20944/preprints202207.0229.v1
APA Style
Depannemaecker, D., Lopez, L., & Gauld, C. (2022). Does Deep Learning Have Epileptic Seizures? <em>On the Modeling of the Brain</em>. Preprints. https://doi.org/10.20944/preprints202207.0229.v1
Chicago/Turabian Style
Depannemaecker, D., Léo Lopez and Christophe Gauld. 2022 "Does Deep Learning Have Epileptic Seizures? <em>On the Modeling of the Brain</em>" Preprints. https://doi.org/10.20944/preprints202207.0229.v1
Abstract
If the development of machine learning and artificial intelligence plays a role in many fields of research and technology today, it has a special relationship with neurosciences. Indeed, historically inspired by our knowledge of the brain, deep learning shares some vocabularies with neurosciences and can sometimes be considered a brain’s model. Taking the particular example of epileptic seizure, which can develop in any biological neural tissue, we raise the question if and how the models used for deep learning can capture or model these pathological events. This particular example is a starting point to discuss the nature, limits, and functions of these models, and what we expect from a model of the brain. Finally, we argue that a pluralistic approach leading to the integrated coexistence of different models is necessary to study the brain in all its complexity.
Keywords
Neurosciences; Artificial intelligence; brain modeling; Deep Learning
Subject
Computer Science and Mathematics, Artificial Intelligence and Machine Learning
Copyright:
This is an open access article distributed under the Creative Commons Attribution License which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
