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Universal principles justify the existence of concept cells

The widespread consensus argues that the emergence of abstract concepts in the human brain, such as a “table”, requires complex, perfectly orchestrated interaction of myriads of neurons. However, this is not what converging experimental evidence suggests. Single neurons, the so-called concept cells...

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Autores principales: Calvo Tapia, Carlos, Tyukin, Ivan, Makarov, Valeri A.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7217959/
https://www.ncbi.nlm.nih.gov/pubmed/32398873
http://dx.doi.org/10.1038/s41598-020-64466-7
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author Calvo Tapia, Carlos
Tyukin, Ivan
Makarov, Valeri A.
author_facet Calvo Tapia, Carlos
Tyukin, Ivan
Makarov, Valeri A.
author_sort Calvo Tapia, Carlos
collection PubMed
description The widespread consensus argues that the emergence of abstract concepts in the human brain, such as a “table”, requires complex, perfectly orchestrated interaction of myriads of neurons. However, this is not what converging experimental evidence suggests. Single neurons, the so-called concept cells (CCs), may be responsible for complex tasks performed by humans. This finding, with deep implications for neuroscience and theory of neural networks, has no solid theoretical grounds so far. Our recent advances in stochastic separability of highdimensional data have provided the basis to validate the existence of CCs. Here, starting from a few first principles, we layout biophysical foundations showing that CCs are not only possible but highly likely in brain structures such as the hippocampus. Three fundamental conditions, fulfilled by the human brain, ensure high cognitive functionality of single cells: a hierarchical feedforward organization of large laminar neuronal strata, a suprathreshold number of synaptic entries to principal neurons in the strata, and a magnitude of synaptic plasticity adequate for each neuronal stratum. We illustrate the approach on a simple example of acquiring “musical memory” and show how the concept of musical notes can emerge.
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spelling pubmed-72179592020-05-19 Universal principles justify the existence of concept cells Calvo Tapia, Carlos Tyukin, Ivan Makarov, Valeri A. Sci Rep Article The widespread consensus argues that the emergence of abstract concepts in the human brain, such as a “table”, requires complex, perfectly orchestrated interaction of myriads of neurons. However, this is not what converging experimental evidence suggests. Single neurons, the so-called concept cells (CCs), may be responsible for complex tasks performed by humans. This finding, with deep implications for neuroscience and theory of neural networks, has no solid theoretical grounds so far. Our recent advances in stochastic separability of highdimensional data have provided the basis to validate the existence of CCs. Here, starting from a few first principles, we layout biophysical foundations showing that CCs are not only possible but highly likely in brain structures such as the hippocampus. Three fundamental conditions, fulfilled by the human brain, ensure high cognitive functionality of single cells: a hierarchical feedforward organization of large laminar neuronal strata, a suprathreshold number of synaptic entries to principal neurons in the strata, and a magnitude of synaptic plasticity adequate for each neuronal stratum. We illustrate the approach on a simple example of acquiring “musical memory” and show how the concept of musical notes can emerge. Nature Publishing Group UK 2020-05-12 /pmc/articles/PMC7217959/ /pubmed/32398873 http://dx.doi.org/10.1038/s41598-020-64466-7 Text en © The Author(s) 2020 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/.
spellingShingle Article
Calvo Tapia, Carlos
Tyukin, Ivan
Makarov, Valeri A.
Universal principles justify the existence of concept cells
title Universal principles justify the existence of concept cells
title_full Universal principles justify the existence of concept cells
title_fullStr Universal principles justify the existence of concept cells
title_full_unstemmed Universal principles justify the existence of concept cells
title_short Universal principles justify the existence of concept cells
title_sort universal principles justify the existence of concept cells
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7217959/
https://www.ncbi.nlm.nih.gov/pubmed/32398873
http://dx.doi.org/10.1038/s41598-020-64466-7
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