Abstract
Models of updating a set of priors either do not allow a decision maker to make inference about her priors (full bayesian updating or FB) or require an extreme degree of selection (maximum likelihood updating or ML). I characterize a general method for updating a set of priors, partial bayesian updating (PB), in which the decision maker (1) utilizes an event-dependent threshold to determine whether a prior is likely enough, conditional on observed information, and then (2) applies Bayes’ rule to the sufficiently likely priors. I show that PB nests FB and ML and explore its behavioral properties.
Similar content being viewed by others
References
Anscombe, F.J., Aumann, R.J.: A definition of subjective probability. Ann. Math. Stat. 34, 199–205 (1963)
Bastianello, L., Faro, J.H., Santos, A.: Dynamically consistent objective and subjective rationality. Econ. Theory 74(2), 477–504 (2022)
Beauchêne, D., Li, J., Li, M.: Ambiguous Persuasion. J. Econ. Theory 179, 312–365 (2019)
Bewley, T.: Knightian decision theory. Part I. Decis. Econ. Finance 25, 79–110 (2002)
Bose, S., Renou, L.: Mechanism design with ambiguous communication devices. Econometrica 82, 1853–1872 (2014)
Cheng, X.: Relative maximum likelihood updating of ambiguous beliefs. J. Math. Econ. 99, 102587 (2022). https://doi.org/10.1016/j.jmateco.2021.102587
Dean, M., Ortoleva, P.: Allais, Ellsberg, and preferences for hedging. Theor. Econ. 12, 377–424 (2017)
Dominiak, A., Lefort, J.-P.: Unambiguous events and dynamic Choquet preferences. Econ. Theor. 46, 401–425 (2011)
Ellsberg, D.: Risk, ambiguity, and the Savage axioms. Q. J. Econ. 75(4), 643–669 (1961). https://doi.org/10.2307/1884324
Epstein, L.G., Schneider, M.: Recursive multiple-priors. J. Econ. Theory 113, 1–31 (2003)
Epstein, L.G., Schneider, M.: Learning under ambiguity. Rev. Econ. Stud. 74(4), 1275–1303 (2007)
Epstein, L.G., Schneider, M.: Ambiguity, information quality, and asset pricing. J. Finance 63, 197–228 (2008)
Faro, J.H., Lefort, J.-P.: Dynamic objective and subjective rationality. Theor. Econ. 14, 1–14 (2019)
Faro, J.H., Santos, A.: Updating variational (Bewley) preferences. Econ. Theory 75, 207–228 (2023)
Frick, M., Iijima, R., Yaouanq, Y.L.: Objective rationality foundations for (dynamic) \(\alpha \)-MEU. J. Econ. Theory 200, 105394 (2022)
Ghirardato, P.: Revisiting savage in a conditional world. Econ. Theory 20, 83–92 (2002)
Ghirardato, P., Maccheroni, F., Marinacci, M.: Differentiating ambiguity and ambiguity attitude. J. Econ. Theory 118, 133–173 (2004)
Ghirardato, P., Maccheroni, F., Marinacci, M.: Revealed ambiguity and its consequences: updating. In: Abdellaoui, M., Hey, J.D. (eds.) Advances in Decision Making Under Risk and Uncertainty, vol. 42, pp. 3–18. Springer, Berlin (2008)
Ghirardato, P., Marinacci, M.: Ambiguity made precise: a comparative foundation. J. Econ. Theory 102, 251–289 (2002)
Gilboa, I., Maccheroni, F., Marinacci, M., Schmeidler, D.: Objective and subjective rationality in a multiple Prio model. Econometrica 78, 755–770 (2010)
Gilboa, I., Marinacci, M.: Ambiguity and the Bayesian paradigm. Advances in Economics and Econometrics: Theory and Applications. In: Acemoglu, D., Arellano, M., Dekel, E. (eds.) Tenth World Congress of the Econometric Society. New York, Cambridge University Press (2011)
Gilboa, I., Schmeidler, D.: Maxmin expected utility with non-unique prior. J. Math. Econ. 18, 141–153 (1989)
Gilboa, I., Schmeidler, D.: Updating ambiguous beliefs. J. Econ. Theory 59, 33–49 (1993)
Hanany, E., Klibanoff, P.: Updating preferences with multiple priors. Theor. Econ. 2(3), 261–298 (2007)
Hanany, E., Klibanoff, P.: Updating ambiguity averse preferences. B.E. J. Theor. Econ. 9, 0000102202193517041547 (2009)
Hill, B.: Updating confidence in beliefs. J. Econ. Theory 199, 105209 (2022). https://doi.org/10.1016/j.jet.2021.105209
Hogarth, R.M., Einhorn, H.J.: Order effects in belief updating: the belief-adjustment model. Cogn. Psychol. 24, 1–55 (1992)
Jaffray, J.-Y.: Application of linear utility theory to belief functions. In: Uncertainty and Intelligent Systems. Springer (1988)
Kellner, C., Quement, M.T.L.: Endogenous ambiguity in cheap talk. J. Econ. Theory 173, 1–17 (2018)
Kopylov, I.: Choice deferral and ambiguity aversion. Theor. Econ. 4, 199–225 (2009)
Kopylov, I.: Subjective probability, confidence, and Bayesian updating. Econ. Theory 62, 635–658 (2016)
Ok, E.A., Ortoleva, P., Riella, G.: Incomplete preferences under uncertainty: indecisiveness in beliefs versus tastes. Econometrica 80, 1791–1808 (2012)
Pires, C.P.: A rule for updating ambiguous beliefs. Theor. Decis. 33, 137–152 (2002)
Author information
Authors and Affiliations
Corresponding author
Additional information
Publisher's Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
I would like to thank Pietro Ortoleva and Federico Echenique for their guidance and support through all stages of this project. I would also like to thank Adam Dominiak, Kota Saito, Euncheol Shin, Hector Tzavellas, and Gerelt Tserenjigmid. Much of this work is derived from my second-year paper in the Social Science PhD program at Caltech. All errors are my own.
Rights and permissions
Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.
About this article
Cite this article
Kovach, M. Ambiguity and partial Bayesian updating. Econ Theory 78, 155–180 (2024). https://doi.org/10.1007/s00199-023-01528-7
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s00199-023-01528-7
Keywords
- Ambiguity aversion
- Dynamic consistency
- Full Bayesian updating
- Maximum likelihood updating
- Partial Bayesian updating