Abstract
Electronic commerce has been a significant commercial phenomenon in recent years and autonomous agents have made the advantages of e-markets more distinct. However, as e-market environments become open and dynamic, existing agent negotiation approaches expose some limitations. Static negotiation strategies and offer evaluation approaches might fail to capture dynamic changes of market situations, as well as changes of negotiators’ expectations on negotiation outcomes. When market situations change, agents may need modify their negotiation strategies, expectations and criteria on offer evaluations as well as counter-offer generations in order to maximize their profits. Furthermore, in multi-issue negotiations, agents may have multiple preferences, which might not be delivered by most of existing negotiation approaches. In this paper, we propose a market-based multi-issue negotiation model to capture the dynamic changes of negotiation environments and impacts on negotiation strategies, counter-offer generations and offer evaluations. Also, the proposed model allows negotiators to deliver multiple offers to match their different preferences and negotiators would have more chances to reach agreements. Experimental results illustrate improvements of the proposed model on negotiators’ utilities and efficiencies of the whole negotiation system by comparing with the performance of NDF negotiation model.
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References
Lai, G., Sycara, K., Li, C.: A Pareto Optimal Model for Automated Multi-attribute Negotiations. In: 6th Int. Conf. on Autonomous Agents and Multi-Agent Systems (AAMAS 2007), pp. 1040–1042 (2007)
Fatima, S., Wooldridge, M., Jennings, N.: Approximate and Online Multi-Issue Negotiation. In: 6th Int. Conf. on Autonomous Agents and Multi-Agent Systems (AAMAS 2007), pp. 947–954 (2007)
Lai, G., Li, C., Sycara, K.: A General Model for Pareto Optimall Multi-Attribute Negotiations. In: 2nd Int. Workshop on Rational, Robust, and Secure Negotiations in Multi-Agent Systems (RRS 2006), pp. 55–76 (2006)
Hemaissia, M., Seghrouchni, A., Labreuche, C., Mattioli, J.: A Multilateral Multi-Issue Negotiation Protocol. In: 6th Int. Conf. on Autonomous Agents and Multiagent Systems (AAMAS 2007), pp. 939–946 (2007)
Fatima, S., Wooldridge, M., Jennings, N.: Multi-Issue Negotiation Under Time Constraints. In: 1st Int. Conf. on Autonomous Agents and Multi-Agent Systems (AAMAS 2002), pp. 143–150 (2002)
Fatima, S., Wooldridge, M., Jennings, N.: An Agenda-Based Framework for Multi-Issue Negotiation. Artificial Intelligence 152(1), 1–45 (2004)
Bosse, T., Jonker, C., Treur, J.: Experiments in Human Multi-Issue Negotiation: Analysis and Support. In: 3rd Int. Con. on Autonomous Agents and Multi-Agent Systems (AAMAS04), pp. 671–678. IEEE Computer Society, Los Alamitos (2004)
Fujita, K., Ito, T., Klein, M.: A Preliminary Result on A Representative-Based Multi-Round Protocol for Multi-Issue Negotiations. In: 7th Int. Conf. on Autonomous Agents and Multiagent Systems (AAMAS 2008), pp. 1573–1576 (2008)
Faratin, P., Sierra, C., Jennings, N.: Negotiation Decision Functions for Autonomous Agents. Journal of Robotics and Autonomous Systems 24(3-4), 159–182 (1998)
Li, C., Sycara, K., Giampapa, J.: Dynamic Outside Options in Alternating-Offers Negotiations. In: 38th Annual Hawaii Int. Conf. on System Sciences (HICSS 2005), pp. 1–10 (2005)
Dasgupta, P., Hashimoto, Y.: Multi-Attribute Dynamic Pricing for Online Markets Using Intelligent Agents. In: 3rd Int. Conf. on Autonomous Agents and Multiagent Systems (AAMAS 2004), pp. 277–284 (2004)
Ren, F., Sim, K., Zhang, M.: Market-Driven Agents with Uncertain and Dynamic Outside Options. In: 6th Int. Conf. on Autonomous Agents and Multi-Agent Systems (AAMAS 2007), pp. 721–723 (2007)
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Ren, F., Zhang, M., Miao, C., Shen, Z. (2009). A Market-Based Multi-Issue Negotiation Model Considering Multiple Preferences in Dynamic E-Marketplaces. In: Yang, JJ., Yokoo, M., Ito, T., Jin, Z., Scerri, P. (eds) Principles of Practice in Multi-Agent Systems. PRIMA 2009. Lecture Notes in Computer Science(), vol 5925. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-11161-7_1
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DOI: https://doi.org/10.1007/978-3-642-11161-7_1
Publisher Name: Springer, Berlin, Heidelberg
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