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Inverse Bayesian inference in swarming behaviour of soldier crabs

Animals making a group sometimes approach and sometimes avoid a dense area of group mates, and that reveals the ambiguity of density preference. Although the ambiguity is not expressed by a simple deterministic local rule, it seems to be implemented by probabilistic inference that is based on Bayesi...

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Autores principales: Gunji, Yukio-Pegio, Murakami, Hisashi, Tomaru, Takenori, Basios, Vasileios
Formato: Online Artículo Texto
Lenguaje:English
Publicado: The Royal Society Publishing 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6232598/
https://www.ncbi.nlm.nih.gov/pubmed/30420541
http://dx.doi.org/10.1098/rsta.2017.0370
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author Gunji, Yukio-Pegio
Murakami, Hisashi
Tomaru, Takenori
Basios, Vasileios
author_facet Gunji, Yukio-Pegio
Murakami, Hisashi
Tomaru, Takenori
Basios, Vasileios
author_sort Gunji, Yukio-Pegio
collection PubMed
description Animals making a group sometimes approach and sometimes avoid a dense area of group mates, and that reveals the ambiguity of density preference. Although the ambiguity is not expressed by a simple deterministic local rule, it seems to be implemented by probabilistic inference that is based on Bayesian and inverse Bayesian inference. In particular, the inverse Bayesian process refers to perpetual changing of hypotheses. We here analyse a time series of swarming soldier crabs and show that they are employed to Bayesian and inverse Bayesian inference. Comparing simulation results with data of the real swarm, we show that the interpretation of the movement of soldier crabs which can be based on the inference can lead to the identification of a drastic phase shift-like transition of gathering and dispersing. This article is part of the theme issue ‘Dissipative structures in matter out of equilibrium: from chemistry, photonics and biology (part 2)’.
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spelling pubmed-62325982018-12-03 Inverse Bayesian inference in swarming behaviour of soldier crabs Gunji, Yukio-Pegio Murakami, Hisashi Tomaru, Takenori Basios, Vasileios Philos Trans A Math Phys Eng Sci Articles Animals making a group sometimes approach and sometimes avoid a dense area of group mates, and that reveals the ambiguity of density preference. Although the ambiguity is not expressed by a simple deterministic local rule, it seems to be implemented by probabilistic inference that is based on Bayesian and inverse Bayesian inference. In particular, the inverse Bayesian process refers to perpetual changing of hypotheses. We here analyse a time series of swarming soldier crabs and show that they are employed to Bayesian and inverse Bayesian inference. Comparing simulation results with data of the real swarm, we show that the interpretation of the movement of soldier crabs which can be based on the inference can lead to the identification of a drastic phase shift-like transition of gathering and dispersing. This article is part of the theme issue ‘Dissipative structures in matter out of equilibrium: from chemistry, photonics and biology (part 2)’. The Royal Society Publishing 2018-12-28 2018-11-12 /pmc/articles/PMC6232598/ /pubmed/30420541 http://dx.doi.org/10.1098/rsta.2017.0370 Text en © 2018 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
Gunji, Yukio-Pegio
Murakami, Hisashi
Tomaru, Takenori
Basios, Vasileios
Inverse Bayesian inference in swarming behaviour of soldier crabs
title Inverse Bayesian inference in swarming behaviour of soldier crabs
title_full Inverse Bayesian inference in swarming behaviour of soldier crabs
title_fullStr Inverse Bayesian inference in swarming behaviour of soldier crabs
title_full_unstemmed Inverse Bayesian inference in swarming behaviour of soldier crabs
title_short Inverse Bayesian inference in swarming behaviour of soldier crabs
title_sort inverse bayesian inference in swarming behaviour of soldier crabs
topic Articles
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6232598/
https://www.ncbi.nlm.nih.gov/pubmed/30420541
http://dx.doi.org/10.1098/rsta.2017.0370
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