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Polya’s bees: A model of decentralized decision-making
How do social systems make decisions with no single individual in control? We observe that a variety of natural systems, including colonies of ants and bees and perhaps even neurons in the human brain, make decentralized decisions using common processes involving information search with positive fee...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
American Association for the Advancement of Science
2015
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4643789/ https://www.ncbi.nlm.nih.gov/pubmed/26601255 http://dx.doi.org/10.1126/sciadv.1500253 |
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author | Golman, Russell Hagmann, David Miller, John H. |
author_facet | Golman, Russell Hagmann, David Miller, John H. |
author_sort | Golman, Russell |
collection | PubMed |
description | How do social systems make decisions with no single individual in control? We observe that a variety of natural systems, including colonies of ants and bees and perhaps even neurons in the human brain, make decentralized decisions using common processes involving information search with positive feedback and consensus choice through quorum sensing. We model this process with an urn scheme that runs until hitting a threshold, and we characterize an inherent tradeoff between the speed and the accuracy of a decision. The proposed common mechanism provides a robust and effective means by which a decentralized system can navigate the speed-accuracy tradeoff and make reasonably good, quick decisions in a variety of environments. Additionally, consensus choice exhibits systemic risk aversion even while individuals are idiosyncratically risk-neutral. This too is adaptive. The model illustrates how natural systems make decentralized decisions, illuminating a mechanism that engineers of social and artificial systems could imitate. |
format | Online Article Text |
id | pubmed-4643789 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | American Association for the Advancement of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-46437892015-11-23 Polya’s bees: A model of decentralized decision-making Golman, Russell Hagmann, David Miller, John H. Sci Adv Research Articles How do social systems make decisions with no single individual in control? We observe that a variety of natural systems, including colonies of ants and bees and perhaps even neurons in the human brain, make decentralized decisions using common processes involving information search with positive feedback and consensus choice through quorum sensing. We model this process with an urn scheme that runs until hitting a threshold, and we characterize an inherent tradeoff between the speed and the accuracy of a decision. The proposed common mechanism provides a robust and effective means by which a decentralized system can navigate the speed-accuracy tradeoff and make reasonably good, quick decisions in a variety of environments. Additionally, consensus choice exhibits systemic risk aversion even while individuals are idiosyncratically risk-neutral. This too is adaptive. The model illustrates how natural systems make decentralized decisions, illuminating a mechanism that engineers of social and artificial systems could imitate. American Association for the Advancement of Science 2015-09-18 /pmc/articles/PMC4643789/ /pubmed/26601255 http://dx.doi.org/10.1126/sciadv.1500253 Text en Copyright © 2015, The Authors http://creativecommons.org/licenses/by-nc/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution-NonCommercial license (http://creativecommons.org/licenses/by-nc/4.0/) , which permits use, distribution, and reproduction in any medium, so long as the resultant use is not for commercial advantage and provided the original work is properly cited. |
spellingShingle | Research Articles Golman, Russell Hagmann, David Miller, John H. Polya’s bees: A model of decentralized decision-making |
title | Polya’s bees: A model of decentralized decision-making |
title_full | Polya’s bees: A model of decentralized decision-making |
title_fullStr | Polya’s bees: A model of decentralized decision-making |
title_full_unstemmed | Polya’s bees: A model of decentralized decision-making |
title_short | Polya’s bees: A model of decentralized decision-making |
title_sort | polya’s bees: a model of decentralized decision-making |
topic | Research Articles |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4643789/ https://www.ncbi.nlm.nih.gov/pubmed/26601255 http://dx.doi.org/10.1126/sciadv.1500253 |
work_keys_str_mv | AT golmanrussell polyasbeesamodelofdecentralizeddecisionmaking AT hagmanndavid polyasbeesamodelofdecentralizeddecisionmaking AT millerjohnh polyasbeesamodelofdecentralizeddecisionmaking |