Automated bilateral bargaining about multiple attributes in a one-to-many setting

Negotiations are an important way of reaching agreements between selfish autonomous agents. In this paper we focus on one-to-many bargaining within the context of agent-mediated electronic commerce. We consider an approach where a seller agent negotiates over multiple interdependent attributes with many buyer agents in a bilateral fashion. In this setting, "fairness," which corresponds to the notion of envy-freeness in auctions, may be an important business constraint. For the case of virtually unlimited supply (such as information goods), we present a number of one-to-many bargaining strategies for the seller agent, which take into account the fairness constraint, and consider multiple attributes simultaneously. We compare the performance of the bargaining strategies using an evolutionary simulation, especially for the case of impatient buyers. Several of the developed strategies are able to extract almost all the surplus; they utilize the fact that the setting is one-to-many, even though bargaining is bilateral.

[1]  Sander M. Bohte,et al.  Automated Negotiation and Bundling of Information Goods , 2003, AMEC.

[2]  M. Wooldridge,et al.  Comparing equilibria for game theoretic and evolutionary bargaining models , 2003 .

[3]  Leigh Tesfatsion,et al.  Introduction to the CE Special Issue on Agent-Based Computational Economics , 2001 .

[4]  Mark Klein,et al.  Negotiating Complex Contracts , 2003, AAMAS '02.

[5]  Elizabeth Sklar,et al.  Co-evolutionary Auction Mechanism Design: A Preliminary Report , 2002, AMEC.

[6]  Enrico Gerding,et al.  Multi-Issue Negotiation Processes by Evolutionary Simulation, Validation and Social Extensions , 2003 .

[7]  Peter Cramton,et al.  Vickrey auctions with reserve pricing , 2004 .

[8]  A. Rubinstein Perfect Equilibrium in a Bargaining Model , 1982 .

[9]  Harri Ehtamo,et al.  Interactive Multiple‐Criteria Methods for Reaching Pareto Optimal Agreements in Negotiations , 2001 .

[10]  Dave Cliff,et al.  Explorations in evolutionary design of online auction market mechanisms , 2003, Electron. Commer. Res. Appl..

[11]  Nicholas R. Jennings,et al.  Using similarity criteria to make issue trade-offs in automated negotiations , 2002, Artif. Intell..

[12]  Thomas Bäck,et al.  Evolutionary algorithms in theory and practice - evolution strategies, evolutionary programming, genetic algorithms , 1996 .

[13]  D. Fogel Evolutionary algorithms in theory and practice , 1997, Complex..

[14]  Raymund Lin,et al.  Overcoming the Fixed-Pie Bias in Multi-Issue Negotiation , 2002 .

[15]  Andrew V. Goldberg,et al.  Envy-free auctions for digital goods , 2003, EC '03.