Title :
Designing bidding strategies for trading agents in electronic auctions
Author :
Giménez-Funes, Eduard ; Godo, Lluis ; Rodriquez-Aguilar, J.A. ; Garcia-Calvés, Pere
Author_Institution :
Artifical Intelligence Res. Inst., Barcelona, Spain
Abstract :
Auction-based electronic commerce is an increasingly interesting domain for developing trading agents. In this paper we present our first contributions towards the construction of such agents by introducing both a formal and a more pragmatical approach for the design of bidding strategies that provide buyer agents with useful heuristic guidelines to participate in auction-based tournaments. On the one hand, our formal view relies on possibilistic-based decision theory as the means of handling possibilistic uncertainty on the consequences of actions due to the lack of knowledge about the other agents´ behaviour. On the other hand for practical reasons we also propose a two-fold method for decision making that does not require the evaluation of the whole set of alternative actions. This approach utilizes global (market-centered) probabilistic information in a first decision step which is subsequently refined by a second decision step based on the individual (rival-centered) possibilistic information induced from the memory of cases composing the history of tournaments. In this way, the resulting bidding strategy balances the agent´s short-term benefits, related to the probabilistic information, with its long-term benefits, related to the possibilistic information
Keywords :
business data processing; cooperative systems; decision theory; possibility theory; retail data processing; software agents; auction-based electronic commerce; auction-based tournaments; bidding strategies; electronic auctions; global market-centered probabilistic information; heuristic guidelines; long-term benefits; possibilistic information; possibilistic uncertainty; possibilistic-based decision theory; probabilistic information; short-term benefits; trading agents; Artificial intelligence; Buildings; Business; Consumer electronics; Costs; Decision making; Decision theory; Electronic commerce; Energy management; Guidelines; History; Internet; Resource management; Uncertainty; World Wide Web;
Conference_Titel :
Multi Agent Systems, 1998. Proceedings. International Conference on
Conference_Location :
Paris
Print_ISBN :
0-8186-8500-X
DOI :
10.1109/ICMAS.1998.699042