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Agent Reasoning in Negotiation

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Handbook of Group Decision and Negotiation

Part of the book series: Advances in Group Decision and Negotiation ((AGDN,volume 4))

Abstract

Negotiation has been studied in different communities both scientific and communities of practice. The social sciences (see chapters by Martinovski, Albin and Druckman, Koeszegi and Vetschera, this volume for example) and the mathematical sciences have investigated different aspects of negotiation with different goals: the goals of the social sciences are to understand the factors and reasoning processes that underlie human negotiation behavior. The goal of the mathematical sciences is to formulate mathematical models that capture elements of negotiation. Further, the mathematical models can be divided into analytic models (economic, operations research etc) and computational models. The aim of the analytic models is to provide guarantees of their behavior, characterizations of optimality, or provide managerial guidance to optimize negotiation activity. The computational models aim to provide computational tractability through approximation algorithms and heuristics. Most crucially, the computational research aims to have the models implemented in autonomous processes, called agents, that are able to incorporate realistic factors of negotiation (e.g. argumentation, information seeking, and cognitive factors) and engage in negotiations in a decentralized manner. Such agent models promise to contribute to our understanding of human information processing in negotiation. Additionally, they could be used for decision support of human decision makers. In the long run, such models can even become substitutes for human negotiators. In this chapter we will provide a selective review of the most important works in the analytic and computational negotiation literature, point out some differences and synergies and provide pointers to open questions and future research.

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Notes

  1. 1.

    Many authors, e.g., (Bichler, 2000), refer to auctions as a form of negotiation, which results in confusion in terminology.

  2. 2.

    The words cooperative and competitive here are not to be confused with the notions of cooperative and non-cooperative game theory.

  3. 3.

    Interested readers are referred to Chapter “Fair Division” by Klamler in this volume for a comprehensive survey of various approaches to fair division.

References

  • Adair WL, Brett JM (2005) The negotiation dance: time, culture, and behavioral sequences in negotiation. Organ Sci 16(1):33–51

    Article  Google Scholar 

  • Agndal H (2007) Current trends in business negotiation research: an overview of articles published 1996–2005. Stockholm School of Economics, February

    Google Scholar 

  • Amgoud L, Dimopoulos Y, Moraitis P (2007) A unified and general framework for argumentation-based negotiation. In: Proceedings of the 6th international joint conference on autonomous agents and multiagent systems, 1–8. Honolulu, Hawaii

    Google Scholar 

  • Anderson C, Shirako A (2008) Are individuals’ reputations related to their history of behavior? J Pers Soc Psychol 94(2):320–333

    Article  Google Scholar 

  • Bac M (2001) On creating and claiming value in negotiations. Group Decis Negotiation 10(3):237–251

    Article  Google Scholar 

  • Bac M, Raff H (1996) Issue-by-issue negotiations: the role of information and time preference. Games Econ Behav 13(1):125–134

    Article  Google Scholar 

  • Balakrishnan, PV (Sundar), Eliashberg J (1995) An analytical process model of two-party negotiations. Manage Sci 41(2):226–243

    Article  Google Scholar 

  • Bandura A (1977) Self-efficacy: toward a unifying theory of behavioral change. Psychol Rev 84(2):191–215

    Article  Google Scholar 

  • Bichler M (2000) A roadmap to auction-based negotiation protocols for electronic commerce. In 33rd Hawaii Int Conf Syst Sci 6:6018

    Google Scholar 

  • Brams SJ, Taylor AD (1996) Fair division. Cambridge University Press Cambridge, UK

    Book  Google Scholar 

  • Braun P, Brzostowski J, Kersten G, Kim JB, Kowalczyk R, Strecker S, Vahidov R (2006) e-Negotiation systems and Software Agents: Methods, Models, and Applications. In Intelligent decision-making support systems, Part II, Springer, London

    Google Scholar 

  • Busch L-A, Horstmann IJ (1999) Endogenous incomplete contracts: a bargaining approach. Can J Econ / Rev Can d’Econ 32(4):956–975

    Article  Google Scholar 

  • Carnevale PJD, Lawler EJ (1986) Time pressure and the development of integrative agreements in bilateral negotiations. J Conf Res 30(4):636–659

    Article  Google Scholar 

  • Chen MK (2006) Agendas in multi-issue bargaining: when to sweat the small stuff. Harvard Department of Economics

    Google Scholar 

  • Chevaleyre Y Endriss U, Maudet N (2005) On maximal classes of utility functions for efficient one-to-one negotiation. In: Proceedings of the 19th International Joint Negotiating Socially Optimal Allocations of Resources Conference on Artificial Intelligence (IJCAI-(2005):941–946, Edinburgh, Scotland

    Google Scholar 

  • Coehoorn RM, Jennings NR (2004) Learning on opponent’s preferences to make effective multi-issue negotiation trade-offs. In:Proceedings of the 6th international conference on electronic commerce, 59–68, Delft, The Netherlands: ACM

    Google Scholar 

  • Conlin M, Furusawa T (2000) Strategic delegation and delay in negotiations over the bargaining agenda. J of Labor Econ 18(1):55–73

    Article  Google Scholar 

  • Curhan JR, Elfenbein HA, Xu H (2005) What do people value when they negotiate? Mapping the domain of subjective value in negotiation. Massachusetts Institute of Technology (MIT), Sloan School of Management, July

    Google Scholar 

  • Dreu CKW, De (2003) Time pressure and closing of the mind in negotiation. Organ Behav Hum Decis Process 91(2):280–295

    Article  Google Scholar 

  • Ehtamo H, HŁmŁlŁinen RP, Heiskanen P, Teich J, Verkama M, Zionts S (1999) Generating pareto solutions in a two-party setting: constraint proposal methods. Manage Sci 45(12):1697–1709

    Article  Google Scholar 

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

    Article  Google Scholar 

  • Fatima S, Wooldridge M, Jennings NR (2004a) Optimal negotiation of multiple issues in incomplete information settings. In 3rd international joint conference on autonomous agents and multiagent systems, vol 3, New York

    Google Scholar 

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

    Article  Google Scholar 

  • Fogelman-Soulie F Munier B, Shakun MF (1983) Bivariate negotiations as a problem of stochastic terminal control. Manage Sci (29)(7):840–855

    Google Scholar 

  • Froncek D (2009) Oberwolfach rectangular table negotiation problem. Discrete Math 309(2):501–504

    Article  Google Scholar 

  • Gerding EH, Bragt DDB, Poutre JAL (2000) Scientific approaches and techniques for negotiation. A game theoretic and artificial intelligence perspective. CWI (Centre for Mathematics and Computer Science). ACM, Amsterdam

    Google Scholar 

  • Harsanyi JC (1982a) Subjective probability and the theory of games: comments on Kadane and Larkey’s Paper. Manage Sci 28(2):120–124

    Article  Google Scholar 

  • Harsanyi JC (1982b) Rejoinder to professors Kadane and Larkey. Manage Sci 28(2):124–125

    Article  Google Scholar 

  • In Y, Serrano R (2003) Agenda restrictions in multi-issue bargaining (II): unrestricted agendas. Econ Lett 79(3):325–331

    Article  Google Scholar 

  • In Y, Serrano R (2004) Agenda restrictions in multi-issue bargaining. J Econo Behav Organ 53(3):385–399

    Article  Google Scholar 

  • Inderst R (2000) Multi-issue bargaining with endogenous agenda. Games Econ Behav 30(1):64–82

    Article  Google Scholar 

  • Kadane JB, Larkey PD (1982a) Subjective probability and the theory of games. Manage Sci 28(2):113–120

    Article  Google Scholar 

  • Kadane JB, Larkey PD (1982b) Reply to professor Harsanyi. Mange Sci 28(2):124

    Article  Google Scholar 

  • Kahan JP (1983) On Choosing between Rev. Bayes and Prof. Von Neumann. Manage Sci 29(11):1334–1336

    Article  Google Scholar 

  • Kalai E, Smorodinsky M (1975) Other solutions to Nash’s bargaining problem. Econometrica 43(3):518–513

    Article  Google Scholar 

  • Karunatillake NC, Jennings NR, Rahwan I, McBurney P (2009) Dialogue games that agents play within a society. Artif Intell 173(9–10):935–981

    Article  Google Scholar 

  • Kersten GE, Michalowski W, Szpakowicz S, Koperczak Z (1991) Restructurable representations of negotiation. Manage Sci 37(10):1269–1290

    Article  Google Scholar 

  • Kim J-Y (1996) Cheap talk and reputation in repeated pretrial negotiation. Rand J Econ 27(4):787–802

    Article  Google Scholar 

  • Klein M, Faratin P, Sayama H, Bar-yam Y (2001) Negotiating complex contracts. Group Decis Negot 12(2):111–125

    Article  Google Scholar 

  • Kraus S (1997) Negotiation and cooperation in multi-agent environments. Artif Intell 94(1–2):79–97

    Article  Google Scholar 

  • Kraus S, Hoz-Weiss P, Wilkenfeld J, Andersen DR, Pate A (2008) Resolving crises through automated bilateral negotiations. Artifl Intell 172(1):1–18

    Article  Google Scholar 

  • Kraus S, Sycara K, Evenchik A (1998) Reaching agreements through argumentation: a logical model and implementation. Artif Intell 104(1–2):1–69

    Article  Google Scholar 

  • Kraus S, Wilkenfeld J, Zlotkin G (1995) Multiagent negotiation under time constraints. Artif Intell 75(2):297–345

    Article  Google Scholar 

  • Lai G, Li C, Sycara KP, Giampapa J (2004) Literature review on multi-attribute negotiations. December 6, tech. report CMU-RI-TR-04-66, Robotics Institute, Carnegie Mellon University

    Google Scholar 

  • Lai G, Li C, Sycara K (2006) Efficient multi-attribute negotiation with incomplete information. Group Decis Negotiation 15(5):511–528

    Article  Google Scholar 

  • Lai G, Sycara K (2009) A generic framework for automated multi-attribute negotiation. Group Decis Negotiation 18(2):169–187

    Article  Google Scholar 

  • Lai G, Sycara K Cuihong Li (2008) A decentralized model for automated multi-attribute negotiations with incomplete information and general utility functions. Multiagent Grid Syst 4(1):45–65

    Google Scholar 

  • Lambert L, Carberry S (1992) Modeling negotiation subdialogues. In: Proceedings of the 30th annual meeting on Association for Computational Linguistics, 193–200. Newark, Delaware, Association for Computational Linguistics

    Book  Google Scholar 

  • Lang K, Rosenthal RW (2001) Bargaining piecemeal or all at once? Econ J 111(473):526–540

    Article  Google Scholar 

  • Lewicki RJ, Weiss SE, Lewin D (1992) Models of conflict, negotiation and third party intervention: a review and synthesis. Organ Behav 13(3):209–252

    Article  Google Scholar 

  • Li C, Giampapa J, Sycara KP (2006) Bilateral negotiation decisions with uncertain dynamic outside options. Syst, Man, Cybern, C Appl Rev, IEEE Trans 36(1):31–44

    Article  Google Scholar 

  • Li C, Tesauro G (2003) A strategic decision model for multi-attribute bilateral negotiation with alternating. In: Proceedings of the 4th ACM conference on electronic commerce, 208–209. San Diego, CA, USA: ACM

    Google Scholar 

  • Licklider R, (1995) The consequences of negotiated settlements in civil wars, 1945–1993. Am Pol Sci Rev 89(3):681–690

    Article  Google Scholar 

  • Lin R, Kraus S, Wilkenfeld J, Barry J (2008) Negotiating with bounded rational agents in environments with incomplete information using an automated agent. Artif Intell 172 (6–7):823–851

    Article  Google Scholar 

  • Lochbaum KE, (1998) A collaborative planning model of intentional structure. Comput. Linguist 24(4):525–572

    Google Scholar 

  • Luce D, Raiffa H, (1989) Games and decisions : introduction and critical survey. Dover Publications, Newyork, NY

    Google Scholar 

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

    Article  Google Scholar 

  • McGinn KL, Keros AT (2002) Improvisation and the logic of exchange in socially embedded transactions. Admin Sci Q 47(3):442–473

    Article  Google Scholar 

  • Morre D (2002) The unexpected benefits of final deadlines in negotiation. J Exp Soc Psychol 40(1):121–127

    Article  Google Scholar 

  • Mumpower JL, (1991) The judgment policies of negotiators and the structure of negotiation problems. Manage Sci 37(10):1304–1324. doi:10.2307/2632402

    Article  Google Scholar 

  • Muthoo A, (1995) On the strategic role of outside options in bilateral bargaining. Oper Res 43(2):292–297. doi:10.2307/171837

    Article  Google Scholar 

  • Nash J, (1951) Non-cooperative games. Ann Math 54(2):295, 286

    Article  Google Scholar 

  • Nash J, (1953) Two-person cooperative games. Econometrica 21(1):140, 128

    Article  Google Scholar 

  • Neale MA, Bazerman MH (1985) The effects of framing and negotiator overconfidence on bargaining behaviors and outcomes. Acad Manage J 28(1):34–49

    Article  Google Scholar 

  • Neelin J, Sonnenschein H, Spiegel M (1988) A further test of noncooperative bargaining theory: comment. Am Econ Rev 78(4):824–836

    Google Scholar 

  • Netto G, (2008). Multiculturalism in the devolved context: minority ethnic negotiation of identity through engagement in the arts in Scotland. Sociology 42(1):47–64

    Article  Google Scholar 

  • Ochs J, Roth AE (1989) An experimental study of sequential bargaining. Am Econ Rev 79(3):355–384

    Google Scholar 

  • Parsons S, Jennings NR (1996) Negotiation through argumentation – a preliminary report. Proceedings of 2nd Int. Conf. on Multi-Agent Systems. Kyoto, Japan, 267–274

    Google Scholar 

  • Paruchuri P, Chakraborty N, Zivan R, Sycara K, Dudik M, Gordon G (2009) POMDP based Negotiation Modeling. In: Proceedings of the 1st MICON (Modeling Intercultural Collaboration and Negotiation) workshop, 66–78, Pasedena, CA

    Google Scholar 

  • Ponsati C, Watson J (1997) Multiple-issue bargaining and axiomatic solutions. Int J Game Theory 26(4):501–524

    Article  Google Scholar 

  • Raith MG (2000) Fair-negotiation procedures. Math Soc Sci 39(3):303–322

    Google Scholar 

  • Rangaswamy A Shell GR (1997) Using computers to realize joint gains in negotiations: toward an “electronic bargaining table”. Manage Sci 43(8):1147–1163

    Article  Google Scholar 

  • Rhoades G, Slaughter S (1991) Professors, administrators, and patents: the negotiation of technology transfer. Sociol Educ 64(2):65–77

    Article  Google Scholar 

  • Robu V, Somefun DJA, La Poutr JA (2005) Modeling complex multi-issue negotiations using utility graphs. In: Proceedings of the 4th international joint conference on Autonomous agents and multiagent systems, 280–287, The Netherlands, ACM

    Google Scholar 

  • Roth AE, (1985) Game-theoretic models of bargaining. Cambridge University Press Cambridge,

    Book  Google Scholar 

  • Roth AE, Malouf MWK (1979) Game-theoretic models and the role of information in bargaining. Psychol rev 86:574–594

    Article  Google Scholar 

  • Roth AE, Malouf MWK, Murnighan JK (1981) Sociological versus strategic factors in bargaining. J Econ Behav Organ 2(2):153–177

    Article  Google Scholar 

  • Roth AE, Murnighan JK (1982) The role of information in bargaining: an experimental study. Econometrica 50(5):1123–1142

    Article  Google Scholar 

  • Roth AE, Schoumaker F (1983) Subjective probability and the theory of games: some further comments. Manage Sci 29(11):1337–1340

    Article  Google Scholar 

  • Rothkopf MH, (1983) Modeling semirational competitive behavior. Manage Sci 29(11):1341–1345

    Article  Google Scholar 

  • Sebenius JK, (1992) Negotiation analysis: a characterization and review. Manage Sci 38(1):18–38

    Article  Google Scholar 

  • Shakun MF, (1991) Airline buyout: evolutionary systems design and problem restructuring in group decision and negotiation. Manage Sci 37(10):1291–1303

    Article  Google Scholar 

  • Shubik M, (1983) Comment on “The confusion of is and ought in game theoretic contexts”. Manage Sci 29(12):1380–1383

    Article  Google Scholar 

  • Snyder CR, Higgins RL (1988) Excuses: their effective role in the negotiation of reality. Psychol Bull 104(1):23–35

    Article  Google Scholar 

  • Sycara KP, (1989) Argumentation: planning other agents’ plans. In: Proceedings of the 11th international joint conference on artificial intelligence, Detroit, MI, pp 517–523

    Google Scholar 

  • Sycara KP, (1990a) Negotiation planning: an AI approach. Eur J Oper Res 4(2):216–234

    Article  Google Scholar 

  • Sycara KP, (1990b) Persuasive argumentation in negotiation. Theory Decis 28(3):203–242

    Article  Google Scholar 

  • Sycara KP, (1991) Problem restructuring in negotiation. Manage Sci 37(10):1248–1268

    Article  Google Scholar 

  • Thompson LL, (1991) Information exchange in negotiation. J Exp Soc Psychol 27(2):161–179

    Article  Google Scholar 

  • Thompson LL, (1996) Lost-lose agreement in interdependent decision making. Psychol bull 120(3):396–409

    Article  Google Scholar 

  • Tohm F, (2002) Negotiation and defeasible decision naking. theory decision 53(4):289–311

    Article  Google Scholar 

  • Ulvila JW, Snider WD (1980) Negotiation of international oil tanker standards: an application of multiattribute value theory. Oper Res 28(1):81–96

    Article  Google Scholar 

  • Weingart LR, Bennett RJ, Brett JM (1993) The impact of consideration of issues and motivational orientation on group negotiation process and outcome. J Appl Psychol 78(3):504–517

    Article  Google Scholar 

  • Zartman IW, Berman MR (1983) The practical negotiator. Yale University Press, New Haven, CT

    Google Scholar 

  • Zeng D, Sycara K (1998) Bayesian learning in negotiation. Int J Hum- Comput Stud 48(1):125–141

    Article  Google Scholar 

  • Zlotkin G, Rosenschein JS (1996) Mechanism design for automated negotiation, and its application to task oriented domains. Artif Intel 86(2):195–244

    Article  Google Scholar 

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Acknowledgements

The current research has been supported by the ARO Multi University Research Initiative grant W911-NF-0810301.

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Correspondence to Katia Sycara .

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Sycara, K., Dai, T. (2010). Agent Reasoning in Negotiation. In: Kilgour, D., Eden, C. (eds) Handbook of Group Decision and Negotiation. Advances in Group Decision and Negotiation, vol 4. Springer, Dordrecht. https://doi.org/10.1007/978-90-481-9097-3_26

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