Learning performance of prediction markets with Kelly bettors

  • Authors:
  • Alina Beygelzimer;John Langford;David M. Pennock

  • Affiliations:
  • IBM Research;Yahoo! Research;Yahoo! Research

  • Venue:
  • Proceedings of the 11th International Conference on Autonomous Agents and Multiagent Systems - Volume 3
  • Year:
  • 2012

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Abstract

Consider a prediction market, in which participants can trade shares (binary options) at the current market price pm. Each share is worth $1 if the event occurs, and nothing otherwise. What fraction of your wealth w should you risk if you believe the probability of the event is p? Buying is favorable if p pm, in which case risking your entire wealth will maximize your expected profit with respect to your belief. However, that's extraordinarily risky: A single stroke of bad luck loses everything. On the other hand, risking a small fixed amount cannot take advantage of compounding growth.