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Strategic experimentation with asymmetric players
We examine a two-player game with two-armed exponential bandits à la (Keller et al. in Econometrica 73:39–68, 2005), where players operate different technologies for exploring the risky option. We characterise the set of Markov perfect equilibria and show that there always exists an equilibrium in w...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer Berlin Heidelberg
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7357687/ https://www.ncbi.nlm.nih.gov/pubmed/32684667 http://dx.doi.org/10.1007/s00199-019-01193-9 |
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author | Das, Kaustav Klein, Nicolas Schmid, Katharina |
author_facet | Das, Kaustav Klein, Nicolas Schmid, Katharina |
author_sort | Das, Kaustav |
collection | PubMed |
description | We examine a two-player game with two-armed exponential bandits à la (Keller et al. in Econometrica 73:39–68, 2005), where players operate different technologies for exploring the risky option. We characterise the set of Markov perfect equilibria and show that there always exists an equilibrium in which the player with the inferior technology uses a cut-off strategy. All Markov perfect equilibria imply the same amount of experimentation but differ with respect to the expected speed of the resolution of uncertainty. If and only if the degree of asymmetry between the players is high enough, there exists a Markov perfect equilibrium in which both players use cut-off strategies. Whenever this equilibrium exists, it welfare dominates all other equilibria. This contrasts with the case of symmetric players, where there never exists a Markov perfect equilibrium in cut-off strategies. |
format | Online Article Text |
id | pubmed-7357687 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Springer Berlin Heidelberg |
record_format | MEDLINE/PubMed |
spelling | pubmed-73576872020-07-16 Strategic experimentation with asymmetric players Das, Kaustav Klein, Nicolas Schmid, Katharina Econ Theory Research Article We examine a two-player game with two-armed exponential bandits à la (Keller et al. in Econometrica 73:39–68, 2005), where players operate different technologies for exploring the risky option. We characterise the set of Markov perfect equilibria and show that there always exists an equilibrium in which the player with the inferior technology uses a cut-off strategy. All Markov perfect equilibria imply the same amount of experimentation but differ with respect to the expected speed of the resolution of uncertainty. If and only if the degree of asymmetry between the players is high enough, there exists a Markov perfect equilibrium in which both players use cut-off strategies. Whenever this equilibrium exists, it welfare dominates all other equilibria. This contrasts with the case of symmetric players, where there never exists a Markov perfect equilibrium in cut-off strategies. Springer Berlin Heidelberg 2019-04-22 2020 /pmc/articles/PMC7357687/ /pubmed/32684667 http://dx.doi.org/10.1007/s00199-019-01193-9 Text en © The Author(s) 2019 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. |
spellingShingle | Research Article Das, Kaustav Klein, Nicolas Schmid, Katharina Strategic experimentation with asymmetric players |
title | Strategic experimentation with asymmetric players |
title_full | Strategic experimentation with asymmetric players |
title_fullStr | Strategic experimentation with asymmetric players |
title_full_unstemmed | Strategic experimentation with asymmetric players |
title_short | Strategic experimentation with asymmetric players |
title_sort | strategic experimentation with asymmetric players |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7357687/ https://www.ncbi.nlm.nih.gov/pubmed/32684667 http://dx.doi.org/10.1007/s00199-019-01193-9 |
work_keys_str_mv | AT daskaustav strategicexperimentationwithasymmetricplayers AT kleinnicolas strategicexperimentationwithasymmetricplayers AT schmidkatharina strategicexperimentationwithasymmetricplayers |