PGT: A Statistical Approach to Prediction and Mechanism Design

One of the biggest challenges facing behavioral economics is the lack of a single theoretical framework that is capable of directly utilizing all types of behavioral data. One of the biggest challenges of game theory is the lack of a framework for making predictions and designing markets in a manner that is consistent with the axioms of decision theory. An approach in which solution concepts are distribution-valued rather than set-valued (i.e. equilibrium theory) has both capabilities. We call this approach Predictive Game Theory (or PGT). This paper outlines a general Bayesian approach to PGT. It also presents one simple example to illustrate the way in which this approach differs from equilibrium approaches in both prediction and mechanism design settings.

[1]  John A List,et al.  A simple test of expected utility theory using professional traders. , 2005, Proceedings of the National Academy of Sciences of the United States of America.

[2]  J. Berger Statistical Decision Theory and Bayesian Analysis , 1988 .

[3]  C. Starmer Developments in Non-expected Utility Theory: The Hunt for a Descriptive Theory of Choice under Risk , 2000 .

[4]  Robert Kurzban,et al.  Experiments investigating cooperative types in humans: a complement to evolutionary theory and simulations. , 2005, Proceedings of the National Academy of Sciences of the United States of America.

[5]  V. Crawford,et al.  Level-k Auctions: Can a Non-Equilibrium Model of Strategic Thinking Explain the Winner's Curse and Overbidding in Private-Value Auctions? , 2007 .

[6]  Noam Nisan,et al.  Algorithmic Mechanism Design , 2001, Games Econ. Behav..

[7]  Arnold Zellner,et al.  Some aspects of the history of Bayesian information processing , 2007 .

[8]  E. Jaynes Probability theory : the logic of science , 2003 .

[9]  M. Allais Le comportement de l'homme rationnel devant le risque : critique des postulats et axiomes de l'ecole americaine , 1953 .

[10]  J. Paris The Uncertain Reasoner's Companion: A Mathematical Perspective , 1994 .

[11]  Roger B. Myerson,et al.  Game theory - Analysis of Conflict , 1991 .

[12]  R. McKelvey,et al.  Quantal Response Equilibria for Normal Form Games , 1995 .

[13]  Colin Camerer Behavioral Game Theory: Experiments in Strategic Interaction , 2003 .

[14]  Kevin S. Van Horn,et al.  Constructing a logic of plausible inference: a guide to Cox's theorem , 2003, Int. J. Approx. Reason..