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Basic reversal-learning capacity in flies suggests rudiments of complex cognition

The most basic models of learning are reinforcement learning models (for instance, classical and operant conditioning) that posit a constant learning rate; however many animals change their learning rates with experience. This process is sometimes studied by reversing an existing association between...

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Autores principales: Foley, Brad R., Marjoram, Paul, Nuzhdin, Sergey V.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5558953/
https://www.ncbi.nlm.nih.gov/pubmed/28813432
http://dx.doi.org/10.1371/journal.pone.0181749
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author Foley, Brad R.
Marjoram, Paul
Nuzhdin, Sergey V.
author_facet Foley, Brad R.
Marjoram, Paul
Nuzhdin, Sergey V.
author_sort Foley, Brad R.
collection PubMed
description The most basic models of learning are reinforcement learning models (for instance, classical and operant conditioning) that posit a constant learning rate; however many animals change their learning rates with experience. This process is sometimes studied by reversing an existing association between cues and rewards, and measuring the rate of relearning. Augmented reversal-learning, where learning rates increase with practice, can be an important component of behavioral flexibility; and may provide insight into higher cognition. Previous studies of reversal-learning in Drosophila have not measured learning rates, but have tended to focus on measuring gross deficits in reversal-learning, as the ratio of two timepoints. These studies have uncovered a diversity of mechanisms underlying reversal-learning, but natural genetic variation in this trait has yet to be assessed. We conducted a reversal-learning regime on a diverse panel of Drosophila melanogaster genotypes. We found highly significant genetic variation in their baseline ability to learn. We also found that they have a consistent, and strong (1.3×), increase in their learning speed with reversal. We found no evidence, however, that there was genetic variation in their ability to increase their learning rates with experience. This may suggest that Drosophila have a hitherto unrecognized ability to integrate acquired information, and improve their decision making; but that their mechanisms for doing so are under strong constraints.
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spelling pubmed-55589532017-08-25 Basic reversal-learning capacity in flies suggests rudiments of complex cognition Foley, Brad R. Marjoram, Paul Nuzhdin, Sergey V. PLoS One Research Article The most basic models of learning are reinforcement learning models (for instance, classical and operant conditioning) that posit a constant learning rate; however many animals change their learning rates with experience. This process is sometimes studied by reversing an existing association between cues and rewards, and measuring the rate of relearning. Augmented reversal-learning, where learning rates increase with practice, can be an important component of behavioral flexibility; and may provide insight into higher cognition. Previous studies of reversal-learning in Drosophila have not measured learning rates, but have tended to focus on measuring gross deficits in reversal-learning, as the ratio of two timepoints. These studies have uncovered a diversity of mechanisms underlying reversal-learning, but natural genetic variation in this trait has yet to be assessed. We conducted a reversal-learning regime on a diverse panel of Drosophila melanogaster genotypes. We found highly significant genetic variation in their baseline ability to learn. We also found that they have a consistent, and strong (1.3×), increase in their learning speed with reversal. We found no evidence, however, that there was genetic variation in their ability to increase their learning rates with experience. This may suggest that Drosophila have a hitherto unrecognized ability to integrate acquired information, and improve their decision making; but that their mechanisms for doing so are under strong constraints. Public Library of Science 2017-08-16 /pmc/articles/PMC5558953/ /pubmed/28813432 http://dx.doi.org/10.1371/journal.pone.0181749 Text en © 2017 Foley et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Foley, Brad R.
Marjoram, Paul
Nuzhdin, Sergey V.
Basic reversal-learning capacity in flies suggests rudiments of complex cognition
title Basic reversal-learning capacity in flies suggests rudiments of complex cognition
title_full Basic reversal-learning capacity in flies suggests rudiments of complex cognition
title_fullStr Basic reversal-learning capacity in flies suggests rudiments of complex cognition
title_full_unstemmed Basic reversal-learning capacity in flies suggests rudiments of complex cognition
title_short Basic reversal-learning capacity in flies suggests rudiments of complex cognition
title_sort basic reversal-learning capacity in flies suggests rudiments of complex cognition
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5558953/
https://www.ncbi.nlm.nih.gov/pubmed/28813432
http://dx.doi.org/10.1371/journal.pone.0181749
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