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Evolution of cooperation and trust in an N-player social dilemma game with tags for migration decisions
We present an evolutionary game model that integrates the concept of tags, trust and migration to study how trust in social and physical groups influence cooperation and migration decisions. All agents have a tag, and they gain or lose trust in other tags as they interact with other agents. This tru...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
The Royal Society
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9091842/ https://www.ncbi.nlm.nih.gov/pubmed/35582657 http://dx.doi.org/10.1098/rsos.212000 |
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author | Dhakal, Sandeep Chiong, Raymond Chica, Manuel Han, The Anh |
author_facet | Dhakal, Sandeep Chiong, Raymond Chica, Manuel Han, The Anh |
author_sort | Dhakal, Sandeep |
collection | PubMed |
description | We present an evolutionary game model that integrates the concept of tags, trust and migration to study how trust in social and physical groups influence cooperation and migration decisions. All agents have a tag, and they gain or lose trust in other tags as they interact with other agents. This trust in different tags determines their trust in other players and groups. In contrast to other models in the literature, our model does not use tags to determine the cooperation/defection decisions of the agents, but rather their migration decisions. Agents decide whether to cooperate or defect based purely on social learning (i.e. imitation from others). Agents use information about tags and their trust in tags to determine how much they trust a particular group of agents and whether they want to migrate to that group. Comprehensive experiments show that the model can promote high levels of cooperation and trust under different game scenarios, and that curbing the migration decisions of agents can negatively impact both cooperation and trust in the system. We also observed that trust becomes scarce in the system as the diversity of tags increases. This work is one of the first to study the impact of tags on trust in the system and migration behaviour of the agents using evolutionary game theory. |
format | Online Article Text |
id | pubmed-9091842 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | The Royal Society |
record_format | MEDLINE/PubMed |
spelling | pubmed-90918422022-05-16 Evolution of cooperation and trust in an N-player social dilemma game with tags for migration decisions Dhakal, Sandeep Chiong, Raymond Chica, Manuel Han, The Anh R Soc Open Sci Computer Science and Artificial Intelligence We present an evolutionary game model that integrates the concept of tags, trust and migration to study how trust in social and physical groups influence cooperation and migration decisions. All agents have a tag, and they gain or lose trust in other tags as they interact with other agents. This trust in different tags determines their trust in other players and groups. In contrast to other models in the literature, our model does not use tags to determine the cooperation/defection decisions of the agents, but rather their migration decisions. Agents decide whether to cooperate or defect based purely on social learning (i.e. imitation from others). Agents use information about tags and their trust in tags to determine how much they trust a particular group of agents and whether they want to migrate to that group. Comprehensive experiments show that the model can promote high levels of cooperation and trust under different game scenarios, and that curbing the migration decisions of agents can negatively impact both cooperation and trust in the system. We also observed that trust becomes scarce in the system as the diversity of tags increases. This work is one of the first to study the impact of tags on trust in the system and migration behaviour of the agents using evolutionary game theory. The Royal Society 2022-05-11 /pmc/articles/PMC9091842/ /pubmed/35582657 http://dx.doi.org/10.1098/rsos.212000 Text en © 2022 The Authors. https://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/ (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, provided the original author and source are credited. |
spellingShingle | Computer Science and Artificial Intelligence Dhakal, Sandeep Chiong, Raymond Chica, Manuel Han, The Anh Evolution of cooperation and trust in an N-player social dilemma game with tags for migration decisions |
title | Evolution of cooperation and trust in an N-player social dilemma game with tags for migration decisions |
title_full | Evolution of cooperation and trust in an N-player social dilemma game with tags for migration decisions |
title_fullStr | Evolution of cooperation and trust in an N-player social dilemma game with tags for migration decisions |
title_full_unstemmed | Evolution of cooperation and trust in an N-player social dilemma game with tags for migration decisions |
title_short | Evolution of cooperation and trust in an N-player social dilemma game with tags for migration decisions |
title_sort | evolution of cooperation and trust in an n-player social dilemma game with tags for migration decisions |
topic | Computer Science and Artificial Intelligence |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9091842/ https://www.ncbi.nlm.nih.gov/pubmed/35582657 http://dx.doi.org/10.1098/rsos.212000 |
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