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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...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
The Royal Society
2015
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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. |
format | Online Article Text |
id | pubmed-4633863 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | The Royal Society |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT devladarharoldp neuronalboosttoevolutionarydynamics AT szathmaryeors neuronalboosttoevolutionarydynamics |