A Multi-Phase Protocol for Negotiation with Interdependent Issues

Multi-issue negotiations are a central component of many important coordination challenges. Almost all previous work in this area has assumed that negotiation issues are independent, making it relatively easy to find high-quality agreements. In many real-world problem domains, however, issues are interdependent, making hard to find good agreement due to the nonlinearity of the agent's utility functions. The key challenge, in this context, is finding high-quality agreements without making unrealistic demands concerning how much agents reveal about their utilities. In this paper, we propose a protocol wherein the negotiating agents, working with the mediator, progress through a multi-phase narrowing of the space of possible agreements. We show that our method outperforms existing methods in large nonlinear utility spaces.

[1]  Peter Norvig,et al.  Artificial Intelligence: A Modern Approach , 1995 .

[2]  Katia P. Sycara,et al.  A decentralized model for automated multi-attribute negotiations with incomplete information and general utility functions , 2008, Multiagent Grid Syst..

[3]  Boi Faltings,et al.  Incentive compatible open constraint optimization , 2003, AAMAS '03.

[4]  T. Bosse,et al.  Human vs. computer behavior in multi-issue negotiation , 2005, Rational, Robust, and Secure Negotiation Mechanisms in Multi-Agent Systems (RRS'05).

[5]  Makoto Yokoo,et al.  An efficient approximate algorithm for winner determination in combinatorial auctions , 2000, EC '00.

[6]  Nigel Gilbert,et al.  Platforms and methods for agent-based modeling , 2002, Proceedings of the National Academy of Sciences of the United States of America.

[7]  Katia Sycara,et al.  A Decentralized Model for Multi-Attribute Negotiations with Incomplete Information and General Utility Functions , 2022 .

[8]  Jacques L. Koko,et al.  The Art and Science of Negotiation , 2009 .

[9]  Hiromitsu Hattori,et al.  Multi-issue Negotiation Protocol for Agents: Exploring Nonlinear Utility Spaces , 2007, IJCAI.

[10]  Nicholas R. Jennings,et al.  Optimal negotiation of multiple issues in incomplete information settings , 2004, Proceedings of the Third International Joint Conference on Autonomous Agents and Multiagent Systems, 2004. AAMAS 2004..

[11]  Yang Li,et al.  Mobile Space‐Time Envelopes for Location‐Based Services , 2006, Trans. GIS.

[12]  Jiawei Han,et al.  CLARANS: A Method for Clustering Objects for Spatial Data Mining , 2002, IEEE Trans. Knowl. Data Eng..

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

[14]  David Levine,et al.  Winner determination in combinatorial auction generalizations , 2002, AAMAS '02.

[15]  Raymond Y. K. Lau Towards Genetically Optimised Multi-Agent Multi-Issue Negotiations , 2005, Proceedings of the 38th Annual Hawaii International Conference on System Sciences.

[16]  Xin Li,et al.  Adaptive, confidence-based multiagent negotiation strategy , 2004, Proceedings of the Third International Joint Conference on Autonomous Agents and Multiagent Systems, 2004. AAMAS 2004..

[17]  Hiromitsu Hattori,et al.  Using iterative narrowing to enable multi-party negotiations with multiple interdependent issues , 2007, AAMAS '07.

[18]  Jochen Albrecht,et al.  Implementing a new data model for simulating processes , 2005, Int. J. Geogr. Inf. Sci..

[19]  Jochen Albrecht,et al.  A New Age for Geosimulation , 2005, Trans. GIS.

[20]  Hans W. Guesgen,et al.  Imprecise reasoning in geographic information systems , 2000, Fuzzy Sets Syst..

[21]  John Davin,et al.  Impact of problem centralization in distributed constraint optimization algorithms , 2005, AAMAS '05.

[22]  William Rand,et al.  Spatial process and data models: Toward integration of agent-based models and GIS , 2005, J. Geogr. Syst..

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

[24]  Nicholas R. Jennings,et al.  Intelligent agents: theory and practice , 1995, The Knowledge Engineering Review.

[25]  Nicholas R. Jennings,et al.  Approximate and online multi-issue negotiation , 2007, AAMAS '07.