A tractable combinatorial market maker using constraint generation

Miroslav Dudík, Sebastien Lahaie, David M. Pennock

Research output: Chapter in Book/Report/Conference proceedingConference contribution

11 Scopus citations

Abstract

We present a new automated market maker for providing liquidity across multiple logically interrelated securities. Our approach lies somewhere between the industry standard - -treating related securities as independent and thus not transmitting any information from one security to another - -and a full combinatorial market maker for which pricing is computationally intractable. Our market maker, based on convex optimization and constraint generation, is tractable like independent securities yet propagates some information among related securities like a combinatorial market maker, resulting in more complete information aggregation. We prove several favorable properties of our scheme and evaluate its information aggregation performance on survey data involving hundreds of thousands of complex predictions about the 2008 U.S. presidential election.

Original languageEnglish (US)
Title of host publicationEC '12 - Proceedings of the 13th ACM Conference on Electronic Commerce
Pages459-476
Number of pages18
DOIs
StatePublished - 2012
Externally publishedYes
Event13th ACM Conference on Electronic Commerce, EC '12 - Valencia, Spain
Duration: Jun 4 2012Jun 8 2012

Publication series

NameProceedings of the ACM Conference on Electronic Commerce

Other

Other13th ACM Conference on Electronic Commerce, EC '12
Country/TerritorySpain
CityValencia
Period6/4/126/8/12

All Science Journal Classification (ASJC) codes

  • Software
  • Computer Science Applications
  • Computer Networks and Communications

Keywords

  • combinatorial security
  • convex optimization
  • independent markets
  • market maker
  • prediction market

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