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Experience-Weighted Attraction Learning in Sender-Receiver Signaling Games

Camerer, Colin F. and Anderson, Christopher M. (1999) Experience-Weighted Attraction Learning in Sender-Receiver Signaling Games. Social Science Working Paper, 1058. California Institute of Technology , Pasadena, CA. (Unpublished) https://resolver.caltech.edu/CaltechAUTHORS:20170810-160858318

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Abstract

Recent experiments have indicated that it is possible to systematically lead subjects to less refined equilibria in signaling games. In this paper, we seek to understand the process by which this occurs using Camerer and Ho's Experience Weighted Attraction (EWA) model of learning in games. We first adapt the model to extensive-form signaling games by specifying that senders update the chosen message for both the realized and unrealized type, but do not update the unchosen message. We test this model against the choice reinforcement and belief-based special cases of EWA; the latter is of particular interest because it formalizes the story about convergence to less refined equilibria offered by Brandts and Holt. We also test a variety of models which update unchosen messages. We find that while the Brandts-Holt story captures the direction of switching from one strategy to another, it does not do a good job at capturing the rate at which the switching occurs. EWA does quite well at predicting the rate of switching, and is slightly bettered by the unchosen message models, which all perform equally well.


Item Type:Report or Paper (Working Paper)
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URLURL TypeDescription
http://resolver.caltech.edu/CaltechAUTHORS:20110208-083911443Related ItemPublished Version
ORCID:
AuthorORCID
Camerer, Colin F.0000-0003-4049-1871
Additional Information:This research was supported by NSF SBR-9511001. Thanks to Jordi Brandts and Charlie Holt for supplying their raw data. Helpful comments were received from audiences at the Universities of California (Berkeley), Texas (Austin) and the Fall 1998 ESA Meetings. Published as Anderson, C.M., & Camerer, C.F. (2000). Experience-weighted attraction learning in sender-receiver signaling games. Economic Theory, 16(3), 689-718.
Group:Social Science Working Papers
Funders:
Funding AgencyGrant Number
NSFSBR-9511001
Subject Keywords:Learning, Game theory experiments, Signaling games, Equilibrium refinement
Series Name:Social Science Working Paper
Issue or Number:1058
Classification Code:JEL: C72, C92
Record Number:CaltechAUTHORS:20170810-160858318
Persistent URL:https://resolver.caltech.edu/CaltechAUTHORS:20170810-160858318
Usage Policy:No commercial reproduction, distribution, display or performance rights in this work are provided.
ID Code:80262
Collection:CaltechAUTHORS
Deposited By: Jacquelyn Bussone
Deposited On:10 Aug 2017 23:41
Last Modified:03 Oct 2019 18:29

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