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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...

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Detalles Bibliográficos
Autores principales: Das, Kaustav, Klein, Nicolas, Schmid, Katharina
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer Berlin Heidelberg 2019
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.
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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
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