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Prediction markets, mechanism design, and cooperative game theory

Publication ,  Journal Article
Conitzer, V
Published in: Proceedings of the 25th Conference on Uncertainty in Artificial Intelligence, UAI 2009
January 1, 2009

Prediction markets are designed to elicit information from multiple agents in order to predict (obtain probabilities for) future events. A good prediction market incentivizes agents to reveal their information truthfully; such incentive compatibility considerations are commonly studied in mechanism design. While this relation between prediction markets and mechanism design is well understood at a high level, the models used in prediction markets tend to be somewhat different from those used in mechanism design. This paper considers a model for prediction markets that fits more straightforwardly into the mechanism design framework. We consider a number of mechanisms within this model, all based on proper scoring rules. We discuss basic properties of these mechanisms, such as incentive compatibility. We also draw connections between some of these mechanisms and cooperative game theory. Finally, we speculate how one might build a practical prediction market based on some of these ideas.

Duke Scholars

Published In

Proceedings of the 25th Conference on Uncertainty in Artificial Intelligence, UAI 2009

Publication Date

January 1, 2009

Start / End Page

101 / 108
 

Citation

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Conitzer, V. (2009). Prediction markets, mechanism design, and cooperative game theory. Proceedings of the 25th Conference on Uncertainty in Artificial Intelligence, UAI 2009, 101–108.
Conitzer, V. “Prediction markets, mechanism design, and cooperative game theory.” Proceedings of the 25th Conference on Uncertainty in Artificial Intelligence, UAI 2009, January 1, 2009, 101–8.
Conitzer V. Prediction markets, mechanism design, and cooperative game theory. Proceedings of the 25th Conference on Uncertainty in Artificial Intelligence, UAI 2009. 2009 Jan 1;101–8.
Conitzer, V. “Prediction markets, mechanism design, and cooperative game theory.” Proceedings of the 25th Conference on Uncertainty in Artificial Intelligence, UAI 2009, Jan. 2009, pp. 101–08.
Conitzer V. Prediction markets, mechanism design, and cooperative game theory. Proceedings of the 25th Conference on Uncertainty in Artificial Intelligence, UAI 2009. 2009 Jan 1;101–108.

Published In

Proceedings of the 25th Conference on Uncertainty in Artificial Intelligence, UAI 2009

Publication Date

January 1, 2009

Start / End Page

101 / 108