An environment for developing smart electronic negotiators
Abstract
Automated negotiation process is a hot research topic in AI applied to e-commerce. Particularly, one of the problems concerning the design of negotiation agents is to enclow them with learning and adaptation capabilities in order to face the dynamism often required by negotiation processes. This work proposes an environment for building intelligent agents capable of negotiating and learning. Experiments were done in order to demonstrate the feasibility of the proposed environment. The experiments show that the agents learned during the interaction process according to the used techniques: Neural networks, Q-learning, Rule-based Reasoning and Case-based Reasoning.
Keywords:
Development, Trading, Intelligent Electronics
References
BADICA, C. et al. Rule-based framework for automated negotiation: Initial implementation. In: ADI, A.; STOUTENBURG, S.; TABET, S. (Ed.). RuleML. [S.l.]: Springer, 2005. (Lecture Notes in Computer Science, v. 3791), p. 193–198. ISBN 3-540-29922-X.
BARTOLINI, C.; PREIST, C.; JENNINGS, N. R. A software framework for automated negotiation. In: Software Engineering for Multi-Agent Systems III: Research Issues and Practical Applications. [S.l.: s.n.], 2005. p. 213–235.
FARATIN,P.; SIERRA, C.; JENNINGS, N. R. Using Similarity Criteria to Make Issue Trade-offs in Automated Negotiations. Artificial Intelligence, v. 142, n. 2, p. 205–237, 2002.
FATIMA, S. S.; WOOLDRIDGE, M.; JENNINGS, N. R. An Agenda Based Framework for Multi-issues Negotiation. Artificial Intelligence, v. 152, n. 1, p. 1–45, January 2004.
FATIMA, S. S.; WOOLDRIDGE, M.; JENNINGS, N. R. Bargaining with incomplete information. Annals of Mathematics and Artificial Intelligence, v. 44, n. 3, p. 207–232, 2005.
GIMPEL, H. et al. Panda: Specifying policies for automated negotiations of service contracts. In: ORLOWSKA, M. E. et al. (Ed.). ICSOC. [S.l.]: Springer, 2003. (Lecture Notes in Computer Science, v. 2910), p. 287–302. ISBN 3-540-20681-7.
BARTOLINI, C.; PREIST, C.; JENNINGS, N. R. A software framework for automated negotiation. In: Software Engineering for Multi-Agent Systems III: Research Issues and Practical Applications. [S.l.: s.n.], 2005. p. 213–235.
FARATIN,P.; SIERRA, C.; JENNINGS, N. R. Using Similarity Criteria to Make Issue Trade-offs in Automated Negotiations. Artificial Intelligence, v. 142, n. 2, p. 205–237, 2002.
FATIMA, S. S.; WOOLDRIDGE, M.; JENNINGS, N. R. An Agenda Based Framework for Multi-issues Negotiation. Artificial Intelligence, v. 152, n. 1, p. 1–45, January 2004.
FATIMA, S. S.; WOOLDRIDGE, M.; JENNINGS, N. R. Bargaining with incomplete information. Annals of Mathematics and Artificial Intelligence, v. 44, n. 3, p. 207–232, 2005.
GIMPEL, H. et al. Panda: Specifying policies for automated negotiations of service contracts. In: ORLOWSKA, M. E. et al. (Ed.). ICSOC. [S.l.]: Springer, 2003. (Lecture Notes in Computer Science, v. 2910), p. 287–302. ISBN 3-540-20681-7.
Published
2006-11-08
How to Cite
NUNES, Rômulo; SILVA, Alan; BITTENCOURT, Ig; COSTA, Evandro; NUNES, Camila.
An environment for developing smart electronic negotiators. In: BRAZILIAN SYMPOSIUM ON INFORMATION SYSTEMS (SBSI), 3. , 2006, Curitiba.
Anais [...].
Porto Alegre: Sociedade Brasileira de Computação,
2006
.
p. 17-24.
DOI: https://doi.org/10.5753/sbsi.2006.14722.
