8.2 Beliefs, updating, and Perfect Bayesian equilibrium
2 min read•august 7, 2024
In with , players must navigate uncertainty about others' types. (PBE) requires players to form beliefs and update them using , ensuring strategies are sequentially rational given these beliefs.
PBE refines Nash equilibrium by incorporating belief formation and updating. It's crucial for analyzing games where information is revealed over time, like signaling games or reputation-building scenarios. Understanding PBE helps predict behavior in complex strategic interactions.
Bayesian Equilibrium Concepts
Perfect Bayesian Equilibrium (PBE)
Equilibrium concept used in dynamic games with incomplete information
Requires players to have beliefs about the types of other players at each
Players must choose strategies that are sequentially rational given their beliefs
Beliefs are required to be consistent with the strategies being played according to Bayes' rule whenever possible
Refinements of Perfect Bayesian Equilibrium
relaxes the requirement of consistency of beliefs
Allows for a wider range of equilibria compared to PBE
ensures players make optimal decisions at each information set given their beliefs
Refinements aim to eliminate implausible or counterintuitive equilibria
Examples of refinements include the and
Belief Formation and Updating
Belief Systems in Dynamic Games
Players form beliefs about the types or private information of other players
Beliefs are probability distributions over the possible types at each information set
Initial beliefs are specified at the start of the game
Beliefs are updated as the game progresses and new information is revealed
Consistency and Updating of Beliefs
Consistency requires beliefs to be derived from the strategies being played using Bayes' rule whenever possible
Bayes' rule is used to update beliefs based on observed actions and
Formula for Bayes' rule: P(A∣B)=P(B)P(B∣A)P(A)
are beliefs at information sets that are not reached in equilibrium
No restrictions are placed on off-equilibrium beliefs in PBE, allowing for flexibility
Examples of Belief Updating
In a , the receiver updates beliefs about the sender's type based on the observed signal
In a with incomplete information, players update beliefs about the other player's valuation based on observed offers and rejections
In a , players update beliefs about the long-run player's type based on observed actions in each period