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The Reality Game

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Author Info
Dmitriy Cherkashin
J. Doyne Farmer
Seth Lloyd
Abstract

We introduce an evolutionary game with feedback between perception and reality, which we call the reality game. It is a game of chance in which the probabilities for different objective outcomes (e.g., heads or tails in a coin toss) depend on the amount wagered on those outcomes. By varying the `reality map', which relates the amount wagered to the probability of the outcome, it is possible to move continuously from a purely objective game in which probabilities have no dependence on wagers to a purely subjective game in which probabilities equal the amount wagered. We study self-reinforcing games, in which betting more on an outcome increases its odds, and self-defeating games, in which the opposite is true. This is investigated in and out of equilibrium, with and without rational players, and both numerically and analytically. We introduce a method of measuring the inefficiency of the game, similar to measuring the magnitude of the arbitrage opportunities in a financial market. We prove that convergence to equilibrium is is a power law with an extremely slow rate of convergence: The more subjective the game, the slower the convergence.

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Paper provided by arXiv.org in its series Quantitative Finance Papers with number 0902.0100.

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Date of creation: Jan 2009
Date of revision: Feb 2009
Handle: RePEc:arx:papers:0902.0100

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  2. Blume, Lawrence & Easley, David, 1992. "Evolution and market behavior," Journal of Economic Theory, Elsevier, vol. 58(1), pages 9-40, October. [Downloadable!] (restricted)
  3. Hommes, Cars H., 1991. "Adaptive learning and roads to chaos : The case of the cobweb," Economics Letters, Elsevier, vol. 36(2), pages 127-132, June. [Downloadable!] (restricted)
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  5. Hens, Thorsten & Schenk-Hoppe, Klaus Reiner, 2005. "Evolutionary finance: introduction to the special issue," Journal of Mathematical Economics, Elsevier, vol. 41(1-2), pages 1-5, February. [Downloadable!] (restricted)
  6. Dosi, G & Kaniovski, Y, 1994. "On "Badly Behaved" Dynamics: Some Applications of Generalized Urn Schemes to Technological and Economic Change," Journal of Evolutionary Economics, Springer, vol. 4(2), pages 93-123, June.
  7. Blume, Lawrence E. & Easley, David, 1993. "Economic natural selection," Economics Letters, Elsevier, vol. 42(2-3), pages 281-289. [Downloadable!] (restricted)
  8. Blume, Lawrence E. & Easley, David, 2002. "Optimality and Natural Selection in Markets," Journal of Economic Theory, Elsevier, vol. 107(1), pages 95-135, November. [Downloadable!] (restricted)
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  9. Arthur, W Brian, 1994. "Inductive Reasoning and Bounded Rationality," American Economic Review, American Economic Association, vol. 84(2), pages 406-11, May. [Downloadable!] (restricted)
  10. Anufriev, Mikhail & Bottazzi, Giulio & Pancotto, Francesca, 2006. "Equilibria, stability and asymptotic dominance in a speculative market with heterogeneous traders," Journal of Economic Dynamics and Control, Elsevier, vol. 30(9-10), pages 1787-1835. [Downloadable!] (restricted)
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