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Quantal Response Equilibrium

Quantal Response Equilibrium
Author: Jacob K. Goeree
Publisher: Princeton University Press
Total Pages: 322
Release: 2016-06-28
Genre: Business & Economics
ISBN: 069112423X

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Quantal Response Equilibrium presents a stochastic theory of games that unites probabilistic choice models developed in psychology and statistics with the Nash equilibrium approach of classical game theory. Nash equilibrium assumes precise and perfect decision making in games, but human behavior is inherently stochastic and people realize that the behavior of others is not perfectly predictable. In contrast, QRE models choice behavior as probabilistic and extends classical game theory into a more realistic and useful framework with broad applications for economics, political science, management, and other social sciences. Quantal Response Equilibrium spans the range from basic theoretical foundations to examples of how the principles yield useful predictions and insights in strategic settings, including voting, bargaining, auctions, public goods provision, and more. The approach provides a natural framework for estimating the effects of behavioral factors like altruism, reciprocity, risk aversion, judgment fallacies, and impatience. New theoretical results push the frontiers of models that include heterogeneity, learning, and well-specified behavioral modifications of rational choice and rational expectations. The empirical relevance of the theory is enhanced by discussion of data from controlled laboratory experiments, along with a detailed users' guide for estimation techniques. Quantal Response Equilibrium makes pioneering game-theoretic methods and interdisciplinary applications available to a wide audience.


Testing the Foundations of Quantal Response Equilibrium

Testing the Foundations of Quantal Response Equilibrium
Author: Mathew D. McCubbins
Publisher:
Total Pages: 0
Release: 2013
Genre:
ISBN:

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Quantal response equilibrium (QRE) has become a popular alternative to the standard Nash equilibrium concept in game theoretic applications. It is well known that human subjects do not regularly choose Nash equilibrium strategies. It has been hypothesized that subjects are limited by strategic uncertainty or that subjects have broader social preferences over the outcome of games. These two factors, among others, make subjects boundedly-rational. QRE, in essence, adds a logistic error function to the strict, knife-edge predictions of Nash equilibria. What makes QRE appealing, however, also makes it very difficult to test, because almost any observed behavior may be consistent with different parameterizations of the error function. We present the first steps of a research program designed to strip away the underlying causes of the strategic errors thought to be modeled by QRE. If these causes of strategic error are correct explanations for the deviations, then their removal should enable subjects to choose Nash equilibrium strategies. We find, however, that subjects continue to deviate from predictions even when the reasons presumed by QRE are removed. Moreover, the deviations are different for each and every game, and thus QRE would require the same subjects to have different error parame-terizations. While we need more expansive testing of the various causes of stra-tegic error, in our judgment, therefore, QRE is not useful at predicting human behavior, and is of limited use in explaining human behavior across even a small range of similar decisions.


Quantal Response Equilibrium with Symmetry

Quantal Response Equilibrium with Symmetry
Author: Evan Friedman
Publisher:
Total Pages: 0
Release: 2022
Genre:
ISBN:

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We study an axiomatic variant of quantal response equilibrium (QRE) for normal form games that augments the regularity axioms (Goeree et al., 2005) with various forms of “symmetry” across players and actions. The model refines regular QRE, generalizes logit QRE, and is tractable in many applications. The main result is a representation theorem that characterizes the model's set-valued predictions by taking unions and intersections of simple sets. We completely characterize the predictions for (almost) all 2x2 games, a corollary of which is to show, in co- ordination games, which Nash equilibrium is selected by the principal branch of the logit correspondence. As applications, we consider three classic games: public goods provision with heterogenous costs of participation, jury voting with unanimity, and the infinitely repeated prisoner's dilemma. For each, we characterize all equilibria within a particular large class. An analysis of existing experiments shows the model's potential for organizing experimental data.


Is Behavioral Economics Doomed?

Is Behavioral Economics Doomed?
Author: David K. Levine
Publisher: Open Book Publishers
Total Pages: 154
Release: 2012
Genre: Business & Economics
ISBN: 1906924929

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In this book, David K. Levine questions the idea that behavioral economics is the answer to economic problems. He explores the successes and failures of contemporary economics both inside and outside the laboratory, and asks whether popular behavioral theories of psychological biases are solutions to the failures. The book not only provides an overview of popular behavioral theories and their history, but also gives the reader the tools for scrutinizing them.


Quantal Response Methods for Equilibrium Selection in Normal Form Games

Quantal Response Methods for Equilibrium Selection in Normal Form Games
Author: Boyu Zhang
Publisher:
Total Pages: 45
Release: 2014
Genre:
ISBN:

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This paper describes a general framework for equilibrium selection by tracing the graph of the quantal response equilibrium (QRE) correspondence as a function of the estimation error. If a quantal response function satisfies C2 continuity, monotonicity and cumulativity, the graph of QRE correspondence generically includes a unique branch that starts at the centroid of the strategy simplex and converges to a unique Nash equilibrium as noises vanish. This equilibrium is called the limiting QRE of the game. We then provide sufficient conditions for the limiting QRE in normal form games, J×J symmetric games and J×J bimatrix games. Based on these conditions, the effects of payoff transformations and adding/eliminating dominated strategies on equilibrium selection are investigated. We find that in J×J symmetric games, any strict Nash equilibrium can be selected as the limiting QRE by appropriately adding a single strictly dominated strategy.


Quantal Response Equilibrium in a Double Auction

Quantal Response Equilibrium in a Double Auction
Author: Claudia Neri
Publisher:
Total Pages: 14
Release: 2015
Genre:
ISBN:

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This paper establishes existence and uniqueness of Quantal Response Equilibrium (QRE) in a double auction. The concept of QRE has the intuitive property that a deviation from best response is less likely the higher the cost associated with the deviation itself. Thanks to such property, the QRE accommodates stochastic elements in the analysis of the strategic decision-making that arises in the double auction. By providing a theoretical alternative to the Bayesian Nash Equilibrium model, the QRE model offers an appealing tool for analyzing data of double auction experiments.


Behavioral Game Theory

Behavioral Game Theory
Author: Russell Golman
Publisher: MDPI
Total Pages: 128
Release: 2021-01-07
Genre: Business & Economics
ISBN: 3039437739

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How do interacting decision-makers make strategic choices? If they’re rational and can somehow predict each other’s behavior, they may find themselves in a Nash equilibrium. However, humans display pervasive and systematic departures from rationality. They often do not conform to the predictions of the Nash equilibrium, or its various refinements. This has led to the growth of behavioral game theory, which accounts for how people actually make strategic decisions by incorporating social preferences, bounded rationality (for example, limited iterated reasoning), and learning from experience. This book brings together new advances in the field of behavioral game theory that help us understand how people actually make strategic decisions in game-theoretic situations.