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Neuronal boost to evolutionary dynamics

Standard evolutionary dynamics is limited by the constraints of the genetic system. A central message of evolutionary neurodynamics is that evolutionary dynamics in the brain can happen in a neuronal niche in real time, despite the fact that neurons do not reproduce. We show that Hebbian learning an...

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Detalles Bibliográficos
Autores principales: de Vladar, Harold P., Szathmáry, Eörs
Formato: Online Artículo Texto
Lenguaje:English
Publicado: The Royal Society 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4633863/
https://www.ncbi.nlm.nih.gov/pubmed/26640653
http://dx.doi.org/10.1098/rsfs.2015.0074
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author de Vladar, Harold P.
Szathmáry, Eörs
author_facet de Vladar, Harold P.
Szathmáry, Eörs
author_sort de Vladar, Harold P.
collection PubMed
description Standard evolutionary dynamics is limited by the constraints of the genetic system. A central message of evolutionary neurodynamics is that evolutionary dynamics in the brain can happen in a neuronal niche in real time, despite the fact that neurons do not reproduce. We show that Hebbian learning and structural synaptic plasticity broaden the capacity for informational replication and guided variability provided a neuronally plausible mechanism of replication is in place. The synergy between learning and selection is more efficient than the equivalent search by mutation selection. We also consider asymmetric landscapes and show that the learning weights become correlated with the fitness gradient. That is, the neuronal complexes learn the local properties of the fitness landscape, resulting in the generation of variability directed towards the direction of fitness increase, as if mutations in a genetic pool were drawn such that they would increase reproductive success. Evolution might thus be more efficient within evolved brains than among organisms out in the wild.
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spelling pubmed-46338632015-12-06 Neuronal boost to evolutionary dynamics de Vladar, Harold P. Szathmáry, Eörs Interface Focus Articles Standard evolutionary dynamics is limited by the constraints of the genetic system. A central message of evolutionary neurodynamics is that evolutionary dynamics in the brain can happen in a neuronal niche in real time, despite the fact that neurons do not reproduce. We show that Hebbian learning and structural synaptic plasticity broaden the capacity for informational replication and guided variability provided a neuronally plausible mechanism of replication is in place. The synergy between learning and selection is more efficient than the equivalent search by mutation selection. We also consider asymmetric landscapes and show that the learning weights become correlated with the fitness gradient. That is, the neuronal complexes learn the local properties of the fitness landscape, resulting in the generation of variability directed towards the direction of fitness increase, as if mutations in a genetic pool were drawn such that they would increase reproductive success. Evolution might thus be more efficient within evolved brains than among organisms out in the wild. The Royal Society 2015-12-06 /pmc/articles/PMC4633863/ /pubmed/26640653 http://dx.doi.org/10.1098/rsfs.2015.0074 Text en © 2015 The Authors. http://creativecommons.org/licenses/by/4.0/ Published by the Royal Society under the terms of the Creative Commons Attribution License http://creativecommons.org/licenses/by/4.0/, which permits unrestricted use, provided the original author and source are credited.
spellingShingle Articles
de Vladar, Harold P.
Szathmáry, Eörs
Neuronal boost to evolutionary dynamics
title Neuronal boost to evolutionary dynamics
title_full Neuronal boost to evolutionary dynamics
title_fullStr Neuronal boost to evolutionary dynamics
title_full_unstemmed Neuronal boost to evolutionary dynamics
title_short Neuronal boost to evolutionary dynamics
title_sort neuronal boost to evolutionary dynamics
topic Articles
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4633863/
https://www.ncbi.nlm.nih.gov/pubmed/26640653
http://dx.doi.org/10.1098/rsfs.2015.0074
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