Continuous Double Auctions with Execution Uncertainty

We propose a novel variant of the Continuous Double Auction (CDA), the Trust-based CDA (T-CDA), which we demonstrate to be robust to execution uncertainty. This is desirable in a setting where traders may fail to deliver the goods, services or payments they have promised. Specifically, the TCDA provides a mechanism that allows agents to commit to trades they believe will maximize their expected utility. In this paper, we consider agents that use their trust in other agents to estimate the expected utility of a transaction. We empirically evaluate the mechanism, both against the optimal solution given perfect and complete information and against the standard CDA.We show that the T-CDA consistently outperforms the traditional CDA as execution uncertainty increases in the system. Furthermore, we investigate the robustness of the mechanism to unreliable trust information and find that performance degrades gracefully as information quality decreases.

[1]  David Abramson,et al.  An Economy Driven Resource Management Architecture for Global Computational Power Grids , 2000, PDPTA.

[2]  W. T. Luke Teacy,et al.  Agent-based trust and reputation in the context of inaccurate information sources , 2006 .

[3]  J. Plank,et al.  Grid Resource Allocation and Control Using Computational Economies , 2003 .

[4]  David Abramson,et al.  The Grid Economy , 2005, Proceedings of the IEEE.

[5]  S. Clearwater Market-based control: a paradigm for distributed resource allocation , 1996 .

[6]  Sarvapali D. Ramchurn,et al.  Trust-based mechanism design , 2004, Proceedings of the Third International Joint Conference on Autonomous Agents and Multiagent Systems, 2004. AAMAS 2004..

[7]  J. Hull Options, Futures, and Other Derivatives , 1989 .

[8]  Dhananjay K. Gode,et al.  Allocative Efficiency of Markets with Zero-Intelligence Traders: Market as a Partial Substitute for Individual Rationality , 1993, Journal of Political Economy.

[9]  Richard Wolski,et al.  Analyzing Market-Based Resource Allocation Strategies for the Computational Grid , 2001, Int. J. High Perform. Comput. Appl..

[10]  Moshe Tennenholtz,et al.  Fault tolerant mechanism design , 2008, Artif. Intell..

[11]  Nicholas R. Jennings,et al.  Market-Based Task Allocation Mechanisms for Limited-Capacity Suppliers , 2007, IEEE Transactions on Systems, Man, and Cybernetics - Part A: Systems and Humans.

[12]  V. Smith An Experimental Study of Competitive Market Behavior , 1962, Journal of Political Economy.

[13]  John R. Gurd,et al.  Market-based grid resource allocation using a stable continuous double auction , 2007, 2007 8th IEEE/ACM International Conference on Grid Computing.

[14]  D. Cliff,et al.  Zero is Not Enough: On The Lower Limit of Agent Intelligence For Continuous Double Auction Markets† , 1997 .