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A Generic Framework for Automated Multi-attribute Negotiation

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Abstract

Agents in a negotiation may have to negotiate multiple issues simultaneously. Automated multi-attribute negotiation provides an important mechanism for distributed decision makers to reach agreements on multiple issues. Moreover, it also furnishes the opportunity to reach “win–win” solutions. In this paper, we first provide a survey that synthesizes the research on multi-attribute negotiation. We discuss the limitations of the existing research and conclude that three key issues need further study: incomplete information, Pareto optimality, and tractability. We then present a generic framework for automated multi-attribute negotiation with two new mechanisms that address the above issues. Finally, we discuss the challenges and directions for future work.

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References

  • Bac M, Raff H (1996) Issue-by-issue negotiations: the role of information and time preference. Games Econ Behav 13: 125–134

    Article  Google Scholar 

  • Busch L-A, Horstmann IJ (1997a) A comment on issue-by-issue negotiations. Games Econ Behav 19: 144–148

    Article  Google Scholar 

  • Busch L-A, Horstmann IJ (1997b) Bargaining frictions, bargaining procedures and implied costs in multiple-issue bargaining. Economica 64: 669–680

    Article  Google Scholar 

  • Busch L-A, Horstmann IJ (1999a) Endogenous incomplete contracts: a bargaining approach. Can J Econ 32: 956–975

    Google Scholar 

  • Busch L-A, Horstmann IJ (1999b) Signaling via an agenda in multi-issue bargaining with incomplete information. Econ Theory 13: 561–575

    Article  Google Scholar 

  • Busch L-A, Horstmann IJ (2002) The game of negotiations: ordering issues and implementing agreements. Games Econ Beha 41: 169–191

    Article  Google Scholar 

  • Chen L, Pu P (2004) Survey of preference elicitation methods. EPFL Technical Report IC/2004/67, Switzerland

  • Chevaleyre Y, Endriss U, Lang J, Maudet N (2005) Negotiating over small bundles of resources. In: Proceedings of the 4th International Conference on Autonomous Agents and Multi-agent Systems, pp 296–302

  • Coehoorn RM, Jennings NR (2004) Learning an opponent’s preferences to make effective multi-issue negotiation tradeoffs. In: Proceedings of the 6th International Conference on E-commerce, pp 59–68

  • Ehtamo H, Hamalainen RP, Heiskanen P, Teich J, Verkama M, Zionts S (1999) Generating Pareto solutions in a two-party setting: constraint proposal methods. Manage Sci 45: 1697–1709

    Article  Google Scholar 

  • Faratin P, Sierra C, Jennings NR (1998) Negotiation decision functions for autonomous agents. Int J Rob Auton Syst 24: 159–182

    Article  Google Scholar 

  • Faratin P, Sierra C, Jennings NR (2002) Using similarity criteria to make issue trade-offs in automated negotiations. Artif Intell 142: 205–237

    Article  Google Scholar 

  • Fatima S, Wooldridge MJ, Jennings NR (2004a) An agenda-based framework for multi-issue negotiation. Artif Intell 152: 1–45

    Article  Google Scholar 

  • Fatima S, Wooldridge MJ, Jennings NR (2004b) Optimal negotiation of multiple issues in incomplete information settings. In: Proceedings of the 3rd International Conference on Autonomous Agents and Multi-agent Systems, pp 1080–1087

  • Hanson J, Tesauro G, Kephart J, Sniblesome E (2003) Multi-agent implementation of asymmetric protocol for bilateral negotiations. In: Proceedings of the ACM Conference on Electronic Commerce 2003, pp 224–225

  • Kalai E (1977) Proportional solutions to bargaining situations: intertemporal utility comparisons. Econometrica 45: 1623–1630

    Article  Google Scholar 

  • Klein M, Faratin P, Sayama H, Bar-Yam Y (2003) Negotiating complex contracts. Group Decis Negot 12: 111–125

    Article  Google Scholar 

  • Lai G, Li C, Sycara K, Giampapa J (2004) Literature review of multi-attribute negotiations. Technical Report, CMU-RI-TR-04–66. Carnegie Mellon University, Pittsburgh, USA

  • Lai G, Li C, Sycara K (2006a) Efficient multi-attribute negotiation with incomplete information. Group Dec Negot 15: 511–528

    Article  Google Scholar 

  • Lai G, Sycara K, Li C (2006b) A decentralized model for multi-attribute negotiations. In: Proceedings of the 8th International Conference on Electronic Commerce (ICEC), pp 3–10

  • Lang K, Rosenthal RW (2001) Bargaining piecemeal or all at once. Econ J 111: 526–540

    Article  Google Scholar 

  • Li C, Tesauro G (2003) A strategic decision model for multi-attribute bilateral negotiation with alternating offers. In: Proceedings of the ACM Conference on Electronic Commerce 2003, pp 208–209

  • Li C, Giampapa J, Sycara K (2006) Bilateral negotiation decisions with uncertain dynamic outside options. IEEE Trans Syst Man Cybern C: Special Issue on Game-theoretic Anal Stoch Simul Negot Agents 36(1): 31–44

    Google Scholar 

  • Luo X, Jennings NR, Shadbolt N, Leung H, Lee JH (2003) A fuzzy constraint based model for bilateral multi-issue negotiations in semi-competitive environments. Artif Intell 148: 53–102

    Article  Google Scholar 

  • Mas-Colell A, Whinston MD, Green JR (1995) Microeconomic theory. Oxford University Press, New York

    Google Scholar 

  • Nash J (1950) The bargaining problem. Econometrica 18: 155–162

    Article  Google Scholar 

  • Robu V, Somefun D, La Poutre J (2005) Modeling complex multi-issue negotiations using utility graphs. In: Proceedings of the 4th International Conference on Autonomous Agents and Multi-agent Systems, pp 280–287

  • Rubinstein A (1982) Perfect equilibrium in a bargaining model. Econometrica 50: 97–109

    Article  Google Scholar 

  • Sycara K (1990a) Persuasive argumentation in negotiation. Theory Decis 28: 203–242

    Article  Google Scholar 

  • Sycara K (1990b) Negotiation planning: an AI approach. Eur J Opera Res 46: 216–234

    Article  Google Scholar 

  • Sycara K (1991) Problem restructuring in negotiation. Manage Sci 37: 1248–1268

    Article  Google Scholar 

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Correspondence to Guoming Lai.

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Lai, G., Sycara, K. A Generic Framework for Automated Multi-attribute Negotiation. Group Decis Negot 18, 169–187 (2009). https://doi.org/10.1007/s10726-008-9119-9

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  • DOI: https://doi.org/10.1007/s10726-008-9119-9

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