Abstract
This chapter presents several techniques allowing agents to come up with an agreement. We start by discussing negotiation among two agents: after having recalled the axiomatic approach of Nash, we present a standard protocol, and point to recent advances in the field. We then discuss issues raised in the multilateral case. Finally, we conclude the chapter by describing an example of persuasion-based negotiation, where agents can put forward justifying reasons through the negotiation, so as to possibly modify preferences over offers or more generally, influence the negotiation process.
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References
Airiau S, Endriss U (2010) Multiagent resource allocation with sharable items: simple protocols and nash equilibria. In: Proceedings of the 9th international conference on autonomous agents and multiagent systems (AAMAS-2010), pp 167–174
Aknine S, Pinson S, Shakun MF (2004) An extended multi-agent negotiation protocol. Auton Agents Multi Agent Syst 8(1):5–45
Amgoud L, Kaci S (2007) An argumentation framework for merging conflicting knowledge bases. Int J Approx Reason 45:321–340
Amgoud L, Parsons S (2002) An argumentation framework for merging conflicting knowledge bases. In: Proceedings of the 8th European conference on logics in artificial intelligence (JELIA’02). LNCS, vol 2424, pp 27–37
Amgoud L, Prade H (2004) Reaching agreement through argumentation: a possibilistic approach. In: Proceedings of the 9th international conference on the principles of knowledge representation and reasoning (KR’04), pp 175–182
Amgoud L, Prade H (2009) Using arguments for making and explaining decisions. Artif Intell J 173:413–436
Amgoud L, Vesic S (2012) A formal analysis of the role of argumentation in negotiation dialogues. J Log Comput 22(5):957–978
Amgoud L, Maudet N, Parsons S (2000a) Modelling dialogues using argumentation. In: Proceedings of the 4th international conference on multiagent systems (ICMAS’00). ACM, New York, pp 31–38
Amgoud L, Parsons S, Maudet N (2000b) Arguments, dialogue, and negotiation. In: Proceedings of the 14th European conference on artificial intelligence (ECAI’00). IOS, Amsterdam, pp 338–342
An B, Miao C, Shen Z (2007) Market based resource allocation with incomplete information. In: Proceedings of the 20th international joint conference on artificial intelligence (IJCAI 2007), pp 1193–1198
An B, Gatti N, Lesser VR (2009) Extending alternating-offers bargaining in one-to-many and many-to-many settings. In: Proceedings of the 2009 IEEE/WIC/ACM international conference on intelligent agent technology (IAT 2009), pp 423–426
Aydogan R, Hindriks KV, Jonker CM (2012) Multilateral mediated negotiation protocols with feedback. In: The fifth international workshop on agent-based complex automated negotiations (ACAN 2012). Valencia, Spain
Baarslag T, Hendrikx MJC, Hindriks KV, Jonker CM (2016) Learning about the opponent in automated bilateral negotiation: a comprehensive survey of opponent modeling techniques. Auton Agents Multi Agent Syst 30(5):849–898. https://doi.org/10.1007/s10458-015-9309-1
Black E, Hunter A (2007) A generative inquiry dialogue system. In: Proceedings of the 6th international joint conference on autonomous agents and multi-agents systems (AAMAS’07)
Bondarenko A, Dung P, Kowalski R, Toni F (1997) An abstract, argumentation-theoretic approach to default reasoning. Artif Intell J 93:63–101
Bonet B, Geffner H (1996) Arguing for decisions: a qualitative model of decision making. In: Proceedings of the 12th conference on uncertainty in artificial intelligence (UAI’96), pp 98–105
Brams SJ, Kilgour DM (2001) Fallback bargaining. Group Decis Negot 10(4):287–316
Chesnevar CI, Maguitman A, Loui RP (2000) Logical models of arguments. ACM Comput Surv 32(4):337–383
Chevaleyre Y, Endriss U, Lang J, Maudet N (2005) Negotiating over small bundles of resources. In: Proceedings of the 4th international joint conference on autonomous agents and multiagent systems (AAMAS-2005). ACM, New York, pp 296–302. https://doi.org/10.1145/1082473.1082518
Chevaleyre Y, Endriss U, Maudet N (2010) Simple negotiation schemes for agents with simple preferences: sufficiency, necessity and maximality. J Auton Agents Multiagent Syst 20(2):234–259
Chevaleyre Y, Endriss U, Maudet N (2017) Distributed fair allocation of indivisible goods. Artif Intell 242:1–22
de Weerdt M, Zhang Y, Klos T (2012) Multiagent task allocation in social networks. Auton Agents Multi Agent Syst 25(1):46–86
Dias MB, Zlot R, Kalra N, Stentz A (2006) Market-based multirobot coordination: a survey and analysis. Proc IEEE 94(7):1257–1270
Dimopoulos Y, Moraitis P (2014) Advances in argumentation-based negotiation. In: Lopes F, Coelho H (eds) Chapter 4, in book “Negotiation and argumentation in multi-agent systems: fundamentals, theories, systems and applications”, pp 82–125
Dung PM (1995) On the acceptability of arguments and its fundamental role in nonmonotonic reasoning, logic programming and \(n\)-person games. Artif Intell J 77:321–357
Dunne PE (2005) Extremal behaviour in multiagent contract negotiation. J Artif Intell Res 23:41–78
Dunne PE, Wooldridge M, Laurence M (2005) The complexity of contract negotiation. Artif Intell 164(1–2):23–46
Endriss U (2006) Monotonic concession protocols for multilateral negotiation. In: Stone P, Weiss G (eds) Proceedings of the 5th international joint conference on autonomous agents and multiagent systems (AAMAS-2006). ACM, New York, pp 392–399. https://doi.org/10.1145/1160633.1160702
Endriss U, Maudet N (2005) On the communication complexity of multilateral trading: extended report. J Auton Agents Multiagent Syst 11(1):91–107
Endriss U, Maudet N, Sadri F, Toni F (2006) Negotiating socially optimal allocations of resources. J Artif Intell Res 25:315–348
Fatima S, Kraus S, Wooldridge M (2014) Principle of automated negotiation. Cambridge University, Cambridge
Faratin P, Sierra C, Jennings NR (1998) Negotiation decision functions for autonomous agents. Robot Auton Syst 24(3–4):159–182
Faratin P, Sierra C, Jennings NR (2002) Using similarity criteria to make issue trade-offs in automated negotiations. Artif Intell 142(2):205–237
Fatima SS, Wooldridge M, Jennings NR (2006) Multi-issue negotiation with deadlines. J Artif Intell Res 27:381–417
Fox J, Parsons S (1997) On using arguments for reasoning about actions and values. In: Proceedings of the AAAI spring symposium on qualitative preferences in deliberation and practical reasoning. Stanford, CA, US
Gordon TF (1993) The pleadings game. Artif Intell Law 2:239–292
Gourvès L, Lesca J, Wilczynski A (2017) Object allocation via swaps along a social network. In: Proceedings of the 26th international joint conference on artificial intelligence (IJCAI-17). Melbourne, Australia, pp 213–219. https://doi.org/10.24963/ijcai.2017/31
Hadidi N, Dimopoulos Y, Moraitis P (2010) Argumentative alternating offers. In: van der Hoek W, Kaminka GA, Lespérance Y, Luck M, Sen S (eds) AAMAS, IFAAMAS, pp 441–448
Harsanyi JC (1956) Approaches to the bargaining problem before and after the theory of games: a critical discussion of Zeuthen’s, Hick’s and Nash theories. Econometrica 24:144–157
Kakas A, Moraitis P (2006) Adaptive agent negotiation via argumentation. In: Proceedings of the 5th international joint conference on autonomous agents and multi-agents systems (AAMAS’06), pp 384–391
Kalai E, Smorodinsky M (1975) Other solutions to nash’s bargaining problem. Econometrica 43(3):513–518. http://www.jstor.org/stable/1914280
Klein M, Faratin P, Sayama H, Bar-Yam Y (2003) Protocols for negotiating complex contracts. IEEE Intell Syst 18(6):32–38
Koenig S, Tovey CA, Lagoudakis MG, Markakis E, Kempe D, Keskinocak P, Kleywegt AJ, Meyerson A, Jain S (2006) The power of sequential single-item auctions for agent coordination. In: Proceedings of the AAAI conference on artificial intelligence (AAAI). AAAI Press, pp 1625–1629
Kraus S, Sycara K, Evenchik A (1998) Reaching agreements through argumentation: a logical model and implementation. J Artif Intell 104:1–69
Lai G, Sycara KP, Li C (2008) A decentralized model for automated multi-attribute negotiations with incomplete information and general utility functions. Multiagent Grid Syst 4(1):45–65
Nash J (1950) The bargaining problem. Econometrica 28:155–162
Nongaillard A, Mathieu P (2011) Reallocation problems in agent societies: a local mechanism to maximize social welfare. J Artif Soc Soc Simul 14(3):5
Parsons S, Jennings NR (1996) Negotiation through argumentation—a preliminary report. In: Proceedings of the 2nd international conference on multi agent systems, pp 267–274
Pasquier P, Hollands R, Rahwan I, Dignum F, Sonenberg L (2010) An empirical study of interest-based negotiation. Auton Agents Multi Agent Syst. To appear
Paulussen TO, Jennings NR, Decker KS, Heinzl A (2003) Distributed patient scheduling in hospitals. In: Gottlob G, Walsh T (eds) IJCAI. Morgan Kaufmann, Burlington, US, pp 1224–1232
Prakken H (2005) Coherence and flexibility in dialogue games for argumentation. J Log Comput 15:1009–1040
Prakken H, Vreeswijk GAW (2002) Logics for defeasible argumentation. In: Handbook of philosophical logic, vol 4. Kluwer Academic, Dordrecht, pp 219–318
Raiffa H (1982) The art and science of negotiation. Harvard university, Cambridge
Reed C (1998) Dialogue frames in agent communication. In: Proceedings of the 3rd international conference on multi agent systems (ICMAS’98), pp 246–253
Rosenschein JS, Zlotkin G (1994) Rules of encounter. MIT, Cambridge, MA, USA
Rubinstein A (1982) Perfect equilibrium in a bargaining mode. Econometrica 50(1):97–109
Saha S, Sen S (2007) An efficient protocol for negotiation over multiple indivisible resources. In: Veloso MM (ed) IJCAI, pp 1494–1499
Sandholm TW (1998) Contract types for satisficing task allocation: I theoretical results. In: Proceeding of the AAAI spring symposium: satisficing models
Sandholm T, Lesser VR (1996) Advantages of a leveled commitment contracting protocol. In: Clancey WJ, Weld DS (eds) AAAI/IAAI, vol 1. AAAI/MIT, Cambridge, MA, USA, pp 126–133
Shoham Y, Leyton-Brown K (2009) Multiagent systems: algorithmic, game-theoetic, and logical foundations. Cambridge University, Cambridge
Smith R (1980) The contract net protocol: high level communication and control in distributed problem solver. IEEE Trans Comput 29:1104–1113
Sycara K (1990) Persuasive argumentation in negotiation. Theory Decis 28:203–242
Tohmé F (1997) Negotiation and defeasible reasons for choice. In: Proceedings of the stanford spring symposium on qualitative preferences in deliberation and practical reasoning, pp 95–102
Vermeulen IB, Bohte SM, Somefun K, Poutré JAL (2007) Multi-agent pareto appointment exchanging in hospital patient scheduling. Serv Oriented Comput Appl 1(3):185–196
Vidal JM (2007) Fundamentals of multiagent systems. http://jmvidal.cse.sc.edu/papers/mas.pdf
Vreeswijk GAW (1997) Abstract argumentation systems. Artif Intell J 90:225–279
Vytelingum P, Ramchurn SD, Voice T, Rogers A, Jennings NR (2010) Trading agents for the smart electricity grid. In: 9th international conference on autonomous agents and multiagent systems (AAMAS 2010), pp 897–904
Wellman MP (1996) Market-oriented programming: some early lessons. In: Clearwater S (ed) Market-based control: a paradigm for distributed resource allocation. World Scientific, Singapore
Wellman MP, Greenwald A, Stone P (2007) Autonomous bidding agents: strategies and lessons from the trading agent competition. MIT, Cambridge
Wooldridge M (2009) An introduction to multiagent systems, 2nd edn. Wiley, New York
Zeuthen F (1930) Problems of monopoly and economic warfare. Routledge, London
Zhang D (2009) Axiomatic characterization of task oriented negotiation. In: Proceedings of the 21st international joint conference on artificial intelligence (IJCAI-09), pp 935–940
Zheng X, Koenig S (2009) K-swaps: cooperative negotiation for solving task-allocation problems. In: Boutilier C (ed) IJCAI, pp 373–379
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Amgoud, L., Chevaleyre, Y., Maudet, N. (2020). Negotiation and Persuasion Among Agents. In: Marquis, P., Papini, O., Prade, H. (eds) A Guided Tour of Artificial Intelligence Research. Springer, Cham. https://doi.org/10.1007/978-3-030-06164-7_20
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