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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...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
The Royal Society Publishing
2018
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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)’. |
format | Online Article Text |
id | pubmed-6232598 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | The Royal Society Publishing |
record_format | MEDLINE/PubMed |
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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